A list of all named GANs!

Avinash Hindupur

Last update: Jan 8, 2023

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Overview

The GAN Zoo

Every week, new GAN papers are coming out and it's hard to keep track of them all, not to mention the incredibly creative ways in which researchers are naming these GANs! So, here's a list of what started as a fun activity compiling all named GANs!

You can also check out the same data in a tabular format with functionality to filter by year or do a quick search by title here.

Contributions are welcome. Add links through pull requests in gans.tsv file in the same format or create an issue to lemme know something I missed or to start a discussion.

Check out Deep Hunt - my weekly AI newsletter for this repo as blogpost and follow me on Twitter.

3D-ED-GAN - Shape Inpainting using 3D Generative Adversarial Network and Recurrent Convolutional Networks
3D-GAN - Learning a Probabilistic Latent Space of Object Shapes via 3D Generative-Adversarial Modeling (github)
3D-IWGAN - Improved Adversarial Systems for 3D Object Generation and Reconstruction (github)
3D-PhysNet - 3D-PhysNet: Learning the Intuitive Physics of Non-Rigid Object Deformations
3D-RecGAN - 3D Object Reconstruction from a Single Depth View with Adversarial Learning (github)
ABC-GAN - ABC-GAN: Adaptive Blur and Control for improved training stability of Generative Adversarial Networks (github)
ABC-GAN - GANs for LIFE: Generative Adversarial Networks for Likelihood Free Inference
AC-GAN - Conditional Image Synthesis With Auxiliary Classifier GANs
acGAN - Face Aging With Conditional Generative Adversarial Networks
ACGAN - Coverless Information Hiding Based on Generative adversarial networks
acGAN - On-line Adaptative Curriculum Learning for GANs
ACtuAL - ACtuAL: Actor-Critic Under Adversarial Learning
AdaGAN - AdaGAN: Boosting Generative Models
Adaptive GAN - Customizing an Adversarial Example Generator with Class-Conditional GANs
AdvEntuRe - AdvEntuRe: Adversarial Training for Textual Entailment with Knowledge-Guided Examples
AdvGAN - Generating adversarial examples with adversarial networks
AE-GAN - AE-GAN: adversarial eliminating with GAN
AE-OT - Latent Space Optimal Transport for Generative Models
AEGAN - Learning Inverse Mapping by Autoencoder based Generative Adversarial Nets
AF-DCGAN - AF-DCGAN: Amplitude Feature Deep Convolutional GAN for Fingerprint Construction in Indoor Localization System
AffGAN - Amortised MAP Inference for Image Super-resolution
AIM - Generating Informative and Diverse Conversational Responses via Adversarial Information Maximization
AL-CGAN - Learning to Generate Images of Outdoor Scenes from Attributes and Semantic Layouts
ALI - Adversarially Learned Inference (github)
AlignGAN - AlignGAN: Learning to Align Cross-Domain Images with Conditional Generative Adversarial Networks
AlphaGAN - AlphaGAN: Generative adversarial networks for natural image matting
AM-GAN - Activation Maximization Generative Adversarial Nets
AmbientGAN - AmbientGAN: Generative models from lossy measurements (github)
AMC-GAN - Video Prediction with Appearance and Motion Conditions
AnoGAN - Unsupervised Anomaly Detection with Generative Adversarial Networks to Guide Marker Discovery
APD - Adversarial Distillation of Bayesian Neural Network Posteriors
APE-GAN - APE-GAN: Adversarial Perturbation Elimination with GAN
ARAE - Adversarially Regularized Autoencoders for Generating Discrete Structures (github)
ARDA - Adversarial Representation Learning for Domain Adaptation
ARIGAN - ARIGAN: Synthetic Arabidopsis Plants using Generative Adversarial Network
ArtGAN - ArtGAN: Artwork Synthesis with Conditional Categorial GANs
ASDL-GAN - Automatic Steganographic Distortion Learning Using a Generative Adversarial Network
ATA-GAN - Attention-Aware Generative Adversarial Networks (ATA-GANs)
Attention-GAN - Attention-GAN for Object Transfiguration in Wild Images
AttGAN - Arbitrary Facial Attribute Editing: Only Change What You Want (github)
AttnGAN - AttnGAN: Fine-Grained Text to Image Generation with Attentional Generative Adversarial Networks (github)
AVID - AVID: Adversarial Visual Irregularity Detection
B-DCGAN - B-DCGAN:Evaluation of Binarized DCGAN for FPGA
b-GAN - Generative Adversarial Nets from a Density Ratio Estimation Perspective
BAGAN - BAGAN: Data Augmentation with Balancing GAN
Bayesian GAN - Deep and Hierarchical Implicit Models
Bayesian GAN - Bayesian GAN (github)
BCGAN - Bayesian Conditional Generative Adverserial Networks
BCGAN - Bidirectional Conditional Generative Adversarial networks
BEAM - Boltzmann Encoded Adversarial Machines
BEGAN - BEGAN: Boundary Equilibrium Generative Adversarial Networks
BEGAN-CS - Escaping from Collapsing Modes in a Constrained Space
Bellman GAN - Distributional Multivariate Policy Evaluation and Exploration with the Bellman GAN
BGAN - Binary Generative Adversarial Networks for Image Retrieval (github)
Bi-GAN - Autonomously and Simultaneously Refining Deep Neural Network Parameters by a Bi-Generative Adversarial Network Aided Genetic Algorithm
BicycleGAN - Toward Multimodal Image-to-Image Translation (github)
BiGAN - Adversarial Feature Learning
BinGAN - BinGAN: Learning Compact Binary Descriptors with a Regularized GAN
BourGAN - BourGAN: Generative Networks with Metric Embeddings
BranchGAN - Branched Generative Adversarial Networks for Multi-Scale Image Manifold Learning
BRE - Improving GAN Training via Binarized Representation Entropy (BRE) Regularization (github)
BridgeGAN - Generative Adversarial Frontal View to Bird View Synthesis
BS-GAN - Boundary-Seeking Generative Adversarial Networks
BubGAN - BubGAN: Bubble Generative Adversarial Networks for Synthesizing Realistic Bubbly Flow Images
BWGAN - Banach Wasserstein GAN
C-GAN - Face Aging with Contextual Generative Adversarial Nets
C-RNN-GAN - C-RNN-GAN: Continuous recurrent neural networks with adversarial training (github)
CA-GAN - Composition-aided Sketch-realistic Portrait Generation
CaloGAN - CaloGAN: Simulating 3D High Energy Particle Showers in Multi-Layer Electromagnetic Calorimeters with Generative Adversarial Networks (github)
CAN - CAN: Creative Adversarial Networks, Generating Art by Learning About Styles and Deviating from Style Norms
CapsGAN - CapsGAN: Using Dynamic Routing for Generative Adversarial Networks
CapsuleGAN - CapsuleGAN: Generative Adversarial Capsule Network
CatGAN - Unsupervised and Semi-supervised Learning with Categorical Generative Adversarial Networks
CatGAN - CatGAN: Coupled Adversarial Transfer for Domain Generation
CausalGAN - CausalGAN: Learning Causal Implicit Generative Models with Adversarial Training
CC-GAN - Semi-Supervised Learning with Context-Conditional Generative Adversarial Networks (github)
cd-GAN - Conditional Image-to-Image Translation
CDcGAN - Simultaneously Color-Depth Super-Resolution with Conditional Generative Adversarial Network
CE-GAN - Deep Learning for Imbalance Data Classification using Class Expert Generative Adversarial Network
CFG-GAN - Composite Functional Gradient Learning of Generative Adversarial Models
CGAN - Conditional Generative Adversarial Nets
CGAN - Controllable Generative Adversarial Network
Chekhov GAN - An Online Learning Approach to Generative Adversarial Networks
ciGAN - Conditional Infilling GANs for Data Augmentation in Mammogram Classification
CinCGAN - Unsupervised Image Super-Resolution using Cycle-in-Cycle Generative Adversarial Networks
CipherGAN - Unsupervised Cipher Cracking Using Discrete GANs
ClusterGAN - ClusterGAN : Latent Space Clustering in Generative Adversarial Networks
CM-GAN - CM-GANs: Cross-modal Generative Adversarial Networks for Common Representation Learning
CoAtt-GAN - Are You Talking to Me? Reasoned Visual Dialog Generation through Adversarial Learning
CoGAN - Coupled Generative Adversarial Networks
ComboGAN - ComboGAN: Unrestrained Scalability for Image Domain Translation (github)
ConceptGAN - Learning Compositional Visual Concepts with Mutual Consistency
Conditional cycleGAN - Conditional CycleGAN for Attribute Guided Face Image Generation
constrast-GAN - Generative Semantic Manipulation with Contrasting GAN
Context-RNN-GAN - Contextual RNN-GANs for Abstract Reasoning Diagram Generation
CorrGAN - Correlated discrete data generation using adversarial training
Coulomb GAN - Coulomb GANs: Provably Optimal Nash Equilibria via Potential Fields
Cover-GAN - Generative Steganography with Kerckhoffs' Principle based on Generative Adversarial Networks
cowboy - Defending Against Adversarial Attacks by Leveraging an Entire GAN
CR-GAN - CR-GAN: Learning Complete Representations for Multi-view Generation
Cramèr GAN - The Cramer Distance as a Solution to Biased Wasserstein Gradients
Cross-GAN - Crossing Generative Adversarial Networks for Cross-View Person Re-identification
crVAE-GAN - Channel-Recurrent Variational Autoencoders
CS-GAN - Improving Neural Machine Translation with Conditional Sequence Generative Adversarial Nets
CSG - Speech-Driven Expressive Talking Lips with Conditional Sequential Generative Adversarial Networks
CT-GAN - CT-GAN: Conditional Transformation Generative Adversarial Network for Image Attribute Modification
CVAE-GAN - CVAE-GAN: Fine-Grained Image Generation through Asymmetric Training
CycleGAN - Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks (github)
D-GAN - Differential Generative Adversarial Networks: Synthesizing Non-linear Facial Variations with Limited Number of Training Data
D-WCGAN - I-vector Transformation Using Conditional Generative Adversarial Networks for Short Utterance Speaker Verification
D2GAN - Dual Discriminator Generative Adversarial Nets
D2IA-GAN - Tagging like Humans: Diverse and Distinct Image Annotation
DA-GAN - DA-GAN: Instance-level Image Translation by Deep Attention Generative Adversarial Networks (with Supplementary Materials)
DADA - DADA: Deep Adversarial Data Augmentation for Extremely Low Data Regime Classification
DAGAN - Data Augmentation Generative Adversarial Networks
DAN - Distributional Adversarial Networks
DBLRGAN - Adversarial Spatio-Temporal Learning for Video Deblurring
DCGAN - Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks (github)
DE-GAN - Generative Adversarial Networks with Decoder-Encoder Output Noise
DeblurGAN - DeblurGAN: Blind Motion Deblurring Using Conditional Adversarial Networks (github)
DeepFD - Learning to Detect Fake Face Images in the Wild
Defense-GAN - Defense-GAN: Protecting Classifiers Against Adversarial Attacks Using Generative Models (github)
Defo-Net - Defo-Net: Learning Body Deformation using Generative Adversarial Networks
DeliGAN - DeLiGAN : Generative Adversarial Networks for Diverse and Limited Data (github)
DF-GAN - Learning Disentangling and Fusing Networks for Face Completion Under Structured Occlusions
DialogWAE - DialogWAE: Multimodal Response Generation with Conditional Wasserstein Auto-Encoder
DiscoGAN - Learning to Discover Cross-Domain Relations with Generative Adversarial Networks
DistanceGAN - One-Sided Unsupervised Domain Mapping
DM-GAN - Dual Motion GAN for Future-Flow Embedded Video Prediction
DMGAN - Disconnected Manifold Learning for Generative Adversarial Networks
DNA-GAN - DNA-GAN: Learning Disentangled Representations from Multi-Attribute Images
DOPING - DOPING: Generative Data Augmentation for Unsupervised Anomaly Detection with GAN
dp-GAN - Differentially Private Releasing via Deep Generative Model
DP-GAN - DP-GAN: Diversity-Promoting Generative Adversarial Network for Generating Informative and Diversified Text
DPGAN - Differentially Private Generative Adversarial Network
DR-GAN - Representation Learning by Rotating Your Faces
DRAGAN - How to Train Your DRAGAN (github)
Dropout-GAN - Dropout-GAN: Learning from a Dynamic Ensemble of Discriminators
DRPAN - Discriminative Region Proposal Adversarial Networks for High-Quality Image-to-Image Translation
DSH-GAN - Deep Semantic Hashing with Generative Adversarial Networks
DSP-GAN - Depth Structure Preserving Scene Image Generation
DTLC-GAN - Generative Adversarial Image Synthesis with Decision Tree Latent Controller
DTN - Unsupervised Cross-Domain Image Generation
DTR-GAN - DTR-GAN: Dilated Temporal Relational Adversarial Network for Video Summarization
DualGAN - DualGAN: Unsupervised Dual Learning for Image-to-Image Translation
Dualing GAN - Dualing GANs
DVGAN - Human Motion Modeling using DVGANs
Dynamics Transfer GAN - Dynamics Transfer GAN: Generating Video by Transferring Arbitrary Temporal Dynamics from a Source Video to a Single Target Image
E-GAN - Evolutionary Generative Adversarial Networks
EAR - Generative Model for Heterogeneous Inference
EBGAN - Energy-based Generative Adversarial Network
ecGAN - eCommerceGAN : A Generative Adversarial Network for E-commerce
ED//GAN - Stabilizing Training of Generative Adversarial Networks through Regularization
Editable GAN - Editable Generative Adversarial Networks: Generating and Editing Faces Simultaneously
EGAN - Enhanced Experience Replay Generation for Efficient Reinforcement Learning
EL-GAN - EL-GAN: Embedding Loss Driven Generative Adversarial Networks for Lane Detection
ELEGANT - ELEGANT: Exchanging Latent Encodings with GAN for Transferring Multiple Face Attributes
EnergyWGAN - Energy-relaxed Wassertein GANs (EnergyWGAN): Towards More Stable and High Resolution Image Generation
ESRGAN - ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks
ExGAN - Eye In-Painting with Exemplar Generative Adversarial Networks
ExposureGAN - Exposure: A White-Box Photo Post-Processing Framework (github)
ExprGAN - ExprGAN: Facial Expression Editing with Controllable Expression Intensity
f-CLSWGAN - Feature Generating Networks for Zero-Shot Learning
f-GAN - f-GAN: Training Generative Neural Samplers using Variational Divergence Minimization
FairGAN - FairGAN: Fairness-aware Generative Adversarial Networks
Fairness GAN - Fairness GAN
FakeGAN - Detecting Deceptive Reviews using Generative Adversarial Networks
FBGAN - Feedback GAN (FBGAN) for DNA: a Novel Feedback-Loop Architecture for Optimizing Protein Functions
FBGAN - Featurized Bidirectional GAN: Adversarial Defense via Adversarially Learned Semantic Inference
FC-GAN - Fast-converging Conditional Generative Adversarial Networks for Image Synthesis
FF-GAN - Towards Large-Pose Face Frontalization in the Wild
FGGAN - Adversarial Learning for Fine-grained Image Search
Fictitious GAN - Fictitious GAN: Training GANs with Historical Models
FIGAN - Frame Interpolation with Multi-Scale Deep Loss Functions and Generative Adversarial Networks
Fila-GAN - Synthesizing Filamentary Structured Images with GANs
First Order GAN - First Order Generative Adversarial Networks (github)
Fisher GAN - Fisher GAN
Flow-GAN - Flow-GAN: Bridging implicit and prescribed learning in generative models
FrankenGAN - rankenGAN: Guided Detail Synthesis for Building Mass-Models Using Style-Synchonized GANs
FSEGAN - Exploring Speech Enhancement with Generative Adversarial Networks for Robust Speech Recognition
FTGAN - Hierarchical Video Generation from Orthogonal Information: Optical Flow and Texture
FusedGAN - Semi-supervised FusedGAN for Conditional Image Generation
FusionGAN - Learning to Fuse Music Genres with Generative Adversarial Dual Learning
FusionGAN - Generating a Fusion Image: One's Identity and Another's Shape
G2-GAN - Geometry Guided Adversarial Facial Expression Synthesis
GAAN - Generative Adversarial Autoencoder Networks
GAF - Generative Adversarial Forests for Better Conditioned Adversarial Learning
GAGAN - GAGAN: Geometry-Aware Generative Adverserial Networks
GAIA - Generative adversarial interpolative autoencoding: adversarial training on latent space interpolations encourage convex latent distributions
GAIN - GAIN: Missing Data Imputation using Generative Adversarial Nets
GAMN - Generative Adversarial Mapping Networks
GAN - Generative Adversarial Networks (github)
GAN Lab - GAN Lab: Understanding Complex Deep Generative Models using Interactive Visual Experimentation
GAN Q-learning - GAN Q-learning
GAN-AD - Anomaly Detection with Generative Adversarial Networks for Multivariate Time Series
GAN-ATV - A Novel Approach to Artistic Textual Visualization via GAN
GAN-CLS - Generative Adversarial Text to Image Synthesis (github)
GAN-RS - Towards Qualitative Advancement of Underwater Machine Vision with Generative Adversarial Networks
GAN-SD - Virtual-Taobao: Virtualizing Real-world Online Retail Environment for Reinforcement Learning
GAN-sep - GANs for Biological Image Synthesis (github)
GAN-VFS - Generative Adversarial Network-based Synthesis of Visible Faces from Polarimetric Thermal Faces
GAN-Word2Vec - Adversarial Training of Word2Vec for Basket Completion
GANAX - GANAX: A Unified MIMD-SIMD Acceleration for Generative Adversarial Networks
GANCS - Deep Generative Adversarial Networks for Compressed Sensing Automates MRI
GANDI - Guiding the search in continuous state-action spaces by learning an action sampling distribution from off-target samples
GANG - GANGs: Generative Adversarial Network Games
GANG - Beyond Local Nash Equilibria for Adversarial Networks
GANosaic - GANosaic: Mosaic Creation with Generative Texture Manifolds
GANVO - GANVO: Unsupervised Deep Monocular Visual Odometry and Depth Estimation with Generative Adversarial Networks
GAP - Context-Aware Generative Adversarial Privacy
GAP - Generative Adversarial Privacy
GATS - Sample-Efficient Deep RL with Generative Adversarial Tree Search
GAWWN - Learning What and Where to Draw (github)
GC-GAN - Geometry-Contrastive Generative Adversarial Network for Facial Expression Synthesis
GcGAN - Geometry-Consistent Adversarial Networks for One-Sided Unsupervised Domain Mapping
GeneGAN - GeneGAN: Learning Object Transfiguration and Attribute Subspace from Unpaired Data (github)
GeoGAN - Generating Instance Segmentation Annotation by Geometry-guided GAN
Geometric GAN - Geometric GAN
GIN - Generative Invertible Networks (GIN): Pathophysiology-Interpretable Feature Mapping and Virtual Patient Generation
GLCA-GAN - Global and Local Consistent Age Generative Adversarial Networks
GM-GAN - Gaussian Mixture Generative Adversarial Networks for Diverse Datasets, and the Unsupervised Clustering of Images
GMAN - Generative Multi-Adversarial Networks
GMM-GAN - Towards Understanding the Dynamics of Generative Adversarial Networks
GoGAN - Gang of GANs: Generative Adversarial Networks with Maximum Margin Ranking
GONet - GONet: A Semi-Supervised Deep Learning Approach For Traversability Estimation
GP-GAN - GP-GAN: Towards Realistic High-Resolution Image Blending (github)
GP-GAN - GP-GAN: Gender Preserving GAN for Synthesizing Faces from Landmarks
GPU - A generative adversarial framework for positive-unlabeled classification
GRAN - Generating images with recurrent adversarial networks (github)
Graphical-GAN - Graphical Generative Adversarial Networks
GraphSGAN - Semi-supervised Learning on Graphs with Generative Adversarial Nets
GraspGAN - Using Simulation and Domain Adaptation to Improve Efficiency of Deep Robotic Grasping
GT-GAN - Deep Graph Translation
HAN - Chinese Typeface Transformation with Hierarchical Adversarial Network
HAN - Bidirectional Learning for Robust Neural Networks
HiGAN - Exploiting Images for Video Recognition with Hierarchical Generative Adversarial Networks
HP-GAN - HP-GAN: Probabilistic 3D human motion prediction via GAN
HR-DCGAN - High-Resolution Deep Convolutional Generative Adversarial Networks
hredGAN - Multi-turn Dialogue Response Generation in an Adversarial Learning framework
IAN - Neural Photo Editing with Introspective Adversarial Networks (github)
IcGAN - Invertible Conditional GANs for image editing (github)
ID-CGAN - Image De-raining Using a Conditional Generative Adversarial Network
IdCycleGAN - Face Translation between Images and Videos using Identity-aware CycleGAN
IFcVAEGAN - Conditional Autoencoders with Adversarial Information Factorization
iGAN - Generative Visual Manipulation on the Natural Image Manifold (github)
IGMM-GAN - Coupled IGMM-GANs for deep multimodal anomaly detection in human mobility data
Improved GAN - Improved Techniques for Training GANs (github)
In2I - In2I : Unsupervised Multi-Image-to-Image Translation Using Generative Adversarial Networks
InfoGAN - InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets (github)
IntroVAE - IntroVAE: Introspective Variational Autoencoders for Photographic Image Synthesis
IR2VI - IR2VI: Enhanced Night Environmental Perception by Unsupervised Thermal Image Translation
IRGAN - IRGAN: A Minimax Game for Unifying Generative and Discriminative Information Retrieval models
IRGAN - Generative Adversarial Nets for Information Retrieval: Fundamentals and Advances
ISGAN - Invisible Steganography via Generative Adversarial Network
ISP-GPM - Inner Space Preserving Generative Pose Machine
Iterative-GAN - Two Birds with One Stone: Iteratively Learn Facial Attributes with GANs (github)
IterGAN - IterGANs: Iterative GANs to Learn and Control 3D Object Transformation
IVE-GAN - IVE-GAN: Invariant Encoding Generative Adversarial Networks
iVGAN - Towards an Understanding of Our World by GANing Videos in the Wild (github)
IWGAN - On Unifying Deep Generative Models
JointGAN - JointGAN: Multi-Domain Joint Distribution Learning with Generative Adversarial Nets
JR-GAN - JR-GAN: Jacobian Regularization for Generative Adversarial Networks
KBGAN - KBGAN: Adversarial Learning for Knowledge Graph Embeddings
KGAN - KGAN: How to Break The Minimax Game in GAN
l-GAN - Representation Learning and Adversarial Generation of 3D Point Clouds
LAC-GAN - Grounded Language Understanding for Manipulation Instructions Using GAN-Based Classification
LAGAN - Learning Particle Physics by Example: Location-Aware Generative Adversarial Networks for Physics Synthesis
LAPGAN - Deep Generative Image Models using a Laplacian Pyramid of Adversarial Networks (github)
LB-GAN - Load Balanced GANs for Multi-view Face Image Synthesis
LBT - Learning Implicit Generative Models by Teaching Explicit Ones
LCC-GAN - Adversarial Learning with Local Coordinate Coding
LD-GAN - Linear Discriminant Generative Adversarial Networks
LDAN - Label Denoising Adversarial Network (LDAN) for Inverse Lighting of Face Images
LeakGAN - Long Text Generation via Adversarial Training with Leaked Information
LeGAN - Likelihood Estimation for Generative Adversarial Networks
LGAN - Global versus Localized Generative Adversarial Nets
Lipizzaner - Towards Distributed Coevolutionary GANs
LR-GAN - LR-GAN: Layered Recursive Generative Adversarial Networks for Image Generation
LS-GAN - Loss-Sensitive Generative Adversarial Networks on Lipschitz Densities
LSGAN - Least Squares Generative Adversarial Networks
M-AAE - Mask-aware Photorealistic Face Attribute Manipulation
MAD-GAN - Multi-Agent Diverse Generative Adversarial Networks
MAGAN - MAGAN: Margin Adaptation for Generative Adversarial Networks
MAGAN - MAGAN: Aligning Biological Manifolds
MalGAN - Generating Adversarial Malware Examples for Black-Box Attacks Based on GAN
MaliGAN - Maximum-Likelihood Augmented Discrete Generative Adversarial Networks
manifold-WGAN - Manifold-valued Image Generation with Wasserstein Adversarial Networks
MARTA-GAN - Deep Unsupervised Representation Learning for Remote Sensing Images
MaskGAN - MaskGAN: Better Text Generation via Filling in the ______
MC-GAN - Multi-Content GAN for Few-Shot Font Style Transfer (github)
MC-GAN - MC-GAN: Multi-conditional Generative Adversarial Network for Image Synthesis
McGAN - McGan: Mean and Covariance Feature Matching GAN
MD-GAN - Learning to Generate Time-Lapse Videos Using Multi-Stage Dynamic Generative Adversarial Networks
MDGAN - Mode Regularized Generative Adversarial Networks
MedGAN - Generating Multi-label Discrete Electronic Health Records using Generative Adversarial Networks
MedGAN - MedGAN: Medical Image Translation using GANs
MEGAN - MEGAN: Mixture of Experts of Generative Adversarial Networks for Multimodal Image Generation
MelanoGAN - MelanoGANs: High Resolution Skin Lesion Synthesis with GANs
memoryGAN - Memorization Precedes Generation: Learning Unsupervised GANs with Memory Networks
MeRGAN - Memory Replay GANs: learning to generate images from new categories without forgetting
MGAN - Precomputed Real-Time Texture Synthesis with Markovian Generative Adversarial Networks (github)
MGGAN - Multi-Generator Generative Adversarial Nets
MGGAN - MGGAN: Solving Mode Collapse using Manifold Guided Training
MIL-GAN - Multimodal Storytelling via Generative Adversarial Imitation Learning
MinLGAN - Anomaly Detection via Minimum Likelihood Generative Adversarial Networks
MIX+GAN - Generalization and Equilibrium in Generative Adversarial Nets (GANs)
MIXGAN - MIXGAN: Learning Concepts from Different Domains for Mixture Generation
MLGAN - Metric Learning-based Generative Adversarial Network
MMC-GAN - A Multimodal Classifier Generative Adversarial Network for Carry and Place Tasks from Ambiguous Language Instructions
MMD-GAN - MMD GAN: Towards Deeper Understanding of Moment Matching Network (github)
MMGAN - MMGAN: Manifold Matching Generative Adversarial Network for Generating Images
MoCoGAN - MoCoGAN: Decomposing Motion and Content for Video Generation (github)
Modified GAN-CLS - Generate the corresponding Image from Text Description using Modified GAN-CLS Algorithm
ModularGAN - Modular Generative Adversarial Networks
MolGAN - MolGAN: An implicit generative model for small molecular graphs
MPM-GAN - Message Passing Multi-Agent GANs
MS-GAN - Temporal Coherency based Criteria for Predicting Video Frames using Deep Multi-stage Generative Adversarial Networks
MTGAN - MTGAN: Speaker Verification through Multitasking Triplet Generative Adversarial Networks
MuseGAN - MuseGAN: Symbolic-domain Music Generation and Accompaniment with Multi-track Sequential Generative Adversarial Networks
MV-BiGAN - Multi-view Generative Adversarial Networks
N2RPP - N2RPP: An Adversarial Network to Rebuild Plantar Pressure for ACLD Patients
NAN - Understanding Humans in Crowded Scenes: Deep Nested Adversarial Learning and A New Benchmark for Multi-Human Parsing
NCE-GAN - Dihedral angle prediction using generative adversarial networks
ND-GAN - Novelty Detection with GAN
NetGAN - NetGAN: Generating Graphs via Random Walks
OCAN - One-Class Adversarial Nets for Fraud Detection
OptionGAN - OptionGAN: Learning Joint Reward-Policy Options using Generative Adversarial Inverse Reinforcement Learning
ORGAN - Objective-Reinforced Generative Adversarial Networks (ORGAN) for Sequence Generation Models
ORGAN - 3D Reconstruction of Incomplete Archaeological Objects Using a Generative Adversary Network
OT-GAN - Improving GANs Using Optimal Transport
PacGAN - PacGAN: The power of two samples in generative adversarial networks
PAN - Perceptual Adversarial Networks for Image-to-Image Transformation
PassGAN - PassGAN: A Deep Learning Approach for Password Guessing
PD-WGAN - Primal-Dual Wasserstein GAN
Perceptual GAN - Perceptual Generative Adversarial Networks for Small Object Detection
PGAN - Probabilistic Generative Adversarial Networks
PGD-GAN - Solving Linear Inverse Problems Using GAN Priors: An Algorithm with Provable Guarantees
PGGAN - Patch-Based Image Inpainting with Generative Adversarial Networks
PIONEER - Pioneer Networks: Progressively Growing Generative Autoencoder
Pip-GAN - Pipeline Generative Adversarial Networks for Facial Images Generation with Multiple Attributes
pix2pix - Image-to-Image Translation with Conditional Adversarial Networks (github)
pix2pixHD - High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs (github)
PixelGAN - PixelGAN Autoencoders
PM-GAN - PM-GANs: Discriminative Representation Learning for Action Recognition Using Partial-modalities
PN-GAN - Pose-Normalized Image Generation for Person Re-identification
POGAN - Perceptually Optimized Generative Adversarial Network for Single Image Dehazing
Pose-GAN - The Pose Knows: Video Forecasting by Generating Pose Futures
PP-GAN - Privacy-Protective-GAN for Face De-identification
PPAN - Privacy-Preserving Adversarial Networks
PPGN - Plug & Play Generative Networks: Conditional Iterative Generation of Images in Latent Space
PrGAN - 3D Shape Induction from 2D Views of Multiple Objects
ProGanSR - A Fully Progressive Approach to Single-Image Super-Resolution
Progressive GAN - Progressive Growing of GANs for Improved Quality, Stability, and Variation (github)
PS-GAN - Pedestrian-Synthesis-GAN: Generating Pedestrian Data in Real Scene and Beyond
PSGAN - Learning Texture Manifolds with the Periodic Spatial GAN
PSGAN - PSGAN: A Generative Adversarial Network for Remote Sensing Image Pan-Sharpening
PS²-GAN - High-Quality Facial Photo-Sketch Synthesis Using Multi-Adversarial Networks
RadialGAN - RadialGAN: Leveraging multiple datasets to improve target-specific predictive models using Generative Adversarial Networks
RaGAN - The relativistic discriminator: a key element missing from standard GAN
RAN - RAN4IQA: Restorative Adversarial Nets for No-Reference Image Quality Assessment (github)
RankGAN - Adversarial Ranking for Language Generation
RCGAN - Real-valued (Medical) Time Series Generation with Recurrent Conditional GANs
ReConNN - Reconstruction of Simulation-Based Physical Field with Limited Samples by Reconstruction Neural Network
Recycle-GAN - Recycle-GAN: Unsupervised Video Retargeting
RefineGAN - Compressed Sensing MRI Reconstruction with Cyclic Loss in Generative Adversarial Networks
ReGAN - ReGAN: RE[LAX|BAR|INFORCE] based Sequence Generation using GANs (github)
RegCGAN - Unpaired Multi-Domain Image Generation via Regularized Conditional GANs
RenderGAN - RenderGAN: Generating Realistic Labeled Data
Resembled GAN - Resembled Generative Adversarial Networks: Two Domains with Similar Attributes
ResGAN - Generative Adversarial Network based on Resnet for Conditional Image Restoration
RNN-WGAN - Language Generation with Recurrent Generative Adversarial Networks without Pre-training (github)
RoCGAN - Robust Conditional Generative Adversarial Networks
RPGAN - Stabilizing GAN Training with Multiple Random Projections (github)
RTT-GAN - Recurrent Topic-Transition GAN for Visual Paragraph Generation
RWGAN - Relaxed Wasserstein with Applications to GANs
SAD-GAN - SAD-GAN: Synthetic Autonomous Driving using Generative Adversarial Networks
SAGA - Generative Adversarial Learning for Spectrum Sensing
SAGAN - Self-Attention Generative Adversarial Networks
SalGAN - SalGAN: Visual Saliency Prediction with Generative Adversarial Networks (github)
SAM - Sample-Efficient Imitation Learning via Generative Adversarial Nets
sAOG - Deep Structured Generative Models
SAR-GAN - Generating High Quality Visible Images from SAR Images Using CNNs
SBADA-GAN - From source to target and back: symmetric bi-directional adaptive GAN
ScarGAN - ScarGAN: Chained Generative Adversarial Networks to Simulate Pathological Tissue on Cardiovascular MR Scans
SCH-GAN - SCH-GAN: Semi-supervised Cross-modal Hashing by Generative Adversarial Network
SD-GAN - Semantically Decomposing the Latent Spaces of Generative Adversarial Networks
Sdf-GAN - Sdf-GAN: Semi-supervised Depth Fusion with Multi-scale Adversarial Networks
SEGAN - SEGAN: Speech Enhancement Generative Adversarial Network
SeGAN - SeGAN: Segmenting and Generating the Invisible
SegAN - SegAN: Adversarial Network with Multi-scale L1 Loss for Medical Image Segmentation
Sem-GAN - Sem-GAN: Semantically-Consistent Image-to-Image Translation
SeqGAN - SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient (github)
SeUDA - Semantic-Aware Generative Adversarial Nets for Unsupervised Domain Adaptation in Chest X-ray Segmentation
SG-GAN - Semantic-aware Grad-GAN for Virtual-to-Real Urban Scene Adaption (github)
SG-GAN - Sparsely Grouped Multi-task Generative Adversarial Networks for Facial Attribute Manipulation
SGAN - Texture Synthesis with Spatial Generative Adversarial Networks
SGAN - Stacked Generative Adversarial Networks (github)
SGAN - Steganographic Generative Adversarial Networks
SGAN - SGAN: An Alternative Training of Generative Adversarial Networks
SGAN - CT Image Enhancement Using Stacked Generative Adversarial Networks and Transfer Learning for Lesion Segmentation Improvement
sGAN - Generative Adversarial Training for MRA Image Synthesis Using Multi-Contrast MRI
SiftingGAN - SiftingGAN: Generating and Sifting Labeled Samples to Improve the Remote Sensing Image Scene Classification Baseline in vitro
SiGAN - SiGAN: Siamese Generative Adversarial Network for Identity-Preserving Face Hallucination
SimGAN - Learning from Simulated and Unsupervised Images through Adversarial Training
SisGAN - Semantic Image Synthesis via Adversarial Learning
Sketcher-Refiner GAN - Learning Myelin Content in Multiple Sclerosis from Multimodal MRI through Adversarial Training
SketchGAN - Adversarial Training For Sketch Retrieval
SketchyGAN - SketchyGAN: Towards Diverse and Realistic Sketch to Image Synthesis
Skip-Thought GAN - Generating Text through Adversarial Training using Skip-Thought Vectors
SL-GAN - Semi-Latent GAN: Learning to generate and modify facial images from attributes
SLSR - Sparse Label Smoothing for Semi-supervised Person Re-Identification
SN-DCGAN - Generative Adversarial Networks for Unsupervised Object Co-localization
SN-GAN - Spectral Normalization for Generative Adversarial Networks (github)
SN-PatchGAN - Free-Form Image Inpainting with Gated Convolution
Sobolev GAN - Sobolev GAN
Social GAN - Social GAN: Socially Acceptable Trajectories with Generative Adversarial Networks
Softmax GAN - Softmax GAN
SoPhie - SoPhie: An Attentive GAN for Predicting Paths Compliant to Social and Physical Constraints
speech-driven animation GAN - End-to-End Speech-Driven Facial Animation with Temporal GANs
Spike-GAN - Synthesizing realistic neural population activity patterns using Generative Adversarial Networks
Splitting GAN - Class-Splitting Generative Adversarial Networks
SR-CNN-VAE-GAN - Semi-Recurrent CNN-based VAE-GAN for Sequential Data Generation (github)
SRGAN - Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network
SRPGAN - SRPGAN: Perceptual Generative Adversarial Network for Single Image Super Resolution
SS-GAN - Semi-supervised Conditional GANs
ss-InfoGAN - Guiding InfoGAN with Semi-Supervision
SSGAN - SSGAN: Secure Steganography Based on Generative Adversarial Networks
SSL-GAN - Semi-Supervised Learning with Context-Conditional Generative Adversarial Networks
ST-CGAN - Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal
ST-GAN - Style Transfer Generative Adversarial Networks: Learning to Play Chess Differently
ST-GAN - ST-GAN: Spatial Transformer Generative Adversarial Networks for Image Compositing
StackGAN - StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks (github)
StainGAN - StainGAN: Stain Style Transfer for Digital Histological Images
StarGAN - StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation (github)
StarGAN-VC - StarGAN-VC: Non-parallel many-to-many voice conversion with star generative adversarial networks
SteinGAN - Learning Deep Energy Models: Contrastive Divergence vs. Amortized MLE
StepGAN - Improving Conditional Sequence Generative Adversarial Networks by Stepwise Evaluation
Super-FAN - Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs
SVSGAN - SVSGAN: Singing Voice Separation via Generative Adversarial Network
SWGAN - Solving Approximate Wasserstein GANs to Stationarity
SyncGAN - SyncGAN: Synchronize the Latent Space of Cross-modal Generative Adversarial Networks
S^2GAN - Generative Image Modeling using Style and Structure Adversarial Networks
T2Net - T2Net: Synthetic-to-Realistic Translation for Solving Single-Image Depth Estimation Tasks
table-GAN - Data Synthesis based on Generative Adversarial Networks
TAC-GAN - TAC-GAN - Text Conditioned Auxiliary Classifier Generative Adversarial Network (github)
TAN - Outline Colorization through Tandem Adversarial Networks
tcGAN - Cross-modal Hallucination for Few-shot Fine-grained Recognition
TD-GAN - Task Driven Generative Modeling for Unsupervised Domain Adaptation: Application to X-ray Image Segmentation
tempCycleGAN - Improving Surgical Training Phantoms by Hyperrealism: Deep Unpaired Image-to-Image Translation from Real Surgeries
tempoGAN - tempoGAN: A Temporally Coherent, Volumetric GAN for Super-resolution Fluid Flow
TequilaGAN - TequilaGAN: How to easily identify GAN samples
Text2Shape - Text2Shape: Generating Shapes from Natural Language by Learning Joint Embeddings
textGAN - Generating Text via Adversarial Training
TextureGAN - TextureGAN: Controlling Deep Image Synthesis with Texture Patches
TGAN - Temporal Generative Adversarial Nets
TGAN - Tensorizing Generative Adversarial Nets
TGAN - Tensor-Generative Adversarial Network with Two-dimensional Sparse Coding: Application to Real-time Indoor Localization
TGANs-C - To Create What You Tell: Generating Videos from Captions
tiny-GAN - Analysis of Nonautonomous Adversarial Systems
TP-GAN - Beyond Face Rotation: Global and Local Perception GAN for Photorealistic and Identity Preserving Frontal View Synthesis
TreeGAN - TreeGAN: Syntax-Aware Sequence Generation with Generative Adversarial Networks
Triple-GAN - Triple Generative Adversarial Nets
tripletGAN - TripletGAN: Training Generative Model with Triplet Loss
TV-GAN - TV-GAN: Generative Adversarial Network Based Thermal to Visible Face Recognition
Twin-GAN - Twin-GAN -- Unpaired Cross-Domain Image Translation with Weight-Sharing GANs
UGACH - Unsupervised Generative Adversarial Cross-modal Hashing
UGAN - Enhancing Underwater Imagery using Generative Adversarial Networks
Unim2im - Unsupervised Image-to-Image Translation with Generative Adversarial Networks (github)
UNIT - Unsupervised Image-to-image Translation Networks (github)
Unrolled GAN - Unrolled Generative Adversarial Networks (github)
UT-SCA-GAN - Spatial Image Steganography Based on Generative Adversarial Network
UV-GAN - UV-GAN: Adversarial Facial UV Map Completion for Pose-invariant Face Recognition
VA-GAN - Visual Feature Attribution using Wasserstein GANs
VAC+GAN - Versatile Auxiliary Classifier with Generative Adversarial Network (VAC+GAN), Multi Class Scenarios
VAE-GAN - Autoencoding beyond pixels using a learned similarity metric
VariGAN - Multi-View Image Generation from a Single-View
VAW-GAN - Voice Conversion from Unaligned Corpora using Variational Autoencoding Wasserstein Generative Adversarial Networks
VEEGAN - VEEGAN: Reducing Mode Collapse in GANs using Implicit Variational Learning (github)
VGAN - Generating Videos with Scene Dynamics (github)
VGAN - Generative Adversarial Networks as Variational Training of Energy Based Models (github)
VGAN - Text Generation Based on Generative Adversarial Nets with Latent Variable
ViGAN - Image Generation and Editing with Variational Info Generative Adversarial Networks
VIGAN - VIGAN: Missing View Imputation with Generative Adversarial Networks
VoiceGAN - Voice Impersonation using Generative Adversarial Networks
VOS-GAN - VOS-GAN: Adversarial Learning of Visual-Temporal Dynamics for Unsupervised Dense Prediction in Videos
VRAL - Variance Regularizing Adversarial Learning
WaterGAN - WaterGAN: Unsupervised Generative Network to Enable Real-time Color Correction of Monocular Underwater Images
WaveGAN - Synthesizing Audio with Generative Adversarial Networks
WaveletGLCA-GAN - Global and Local Consistent Wavelet-domain Age Synthesis
weGAN - Generative Adversarial Nets for Multiple Text Corpora
WGAN - Wasserstein GAN (github)
WGAN-CLS - Text to Image Synthesis Using Generative Adversarial Networks
WGAN-GP - Improved Training of Wasserstein GANs (github)
WGAN-L1 - Subsampled Turbulence Removal Network
WS-GAN - Weakly Supervised Generative Adversarial Networks for 3D Reconstruction
X-GANs - X-GANs: Image Reconstruction Made Easy for Extreme Cases
XGAN - XGAN: Unsupervised Image-to-Image Translation for many-to-many Mappings
ZipNet-GAN - ZipNet-GAN: Inferring Fine-grained Mobile Traffic Patterns via a Generative Adversarial Neural Network
α-GAN - Variational Approaches for Auto-Encoding Generative Adversarial Networks (github)
β-GAN - Annealed Generative Adversarial Networks
Δ-GAN - Triangle Generative Adversarial Networks

Comments

Add dates?

Hey, this is super useful, but in a quick glance if I'm looking for something that came out only in (let's say), the last 2 years, it'd be more informative to add the years of release next to the names as well! But an awesome job with this!

opened by kathachanda 9
Bump pillow from 5.2.0 to 9.0.1
Bumps pillow from 5.2.0 to 9.0.1.

Release notes

Sourced from pillow's releases.

9.0.1

https://pillow.readthedocs.io/en/stable/releasenotes/9.0.1.html

Changes

In show_file, use os.remove to remove temporary images. CVE-2022-24303 #6010 [@radarhere, @hugovk]

Restrict builtins within lambdas for ImageMath.eval. CVE-2022-22817 #6009 [radarhere]

9.0.0

https://pillow.readthedocs.io/en/stable/releasenotes/9.0.0.html

Changes

Restrict builtins for ImageMath.eval() #5923 [@radarhere]

Ensure JpegImagePlugin stops at the end of a truncated file #5921 [@radarhere]

Fixed ImagePath.Path array handling #5920 [@radarhere]

Remove consecutive duplicate tiles that only differ by their offset #5919 [@radarhere]

Removed redundant part of condition #5915 [@radarhere]

Explicitly enable strip chopping for large uncompressed TIFFs #5517 [@kmilos]

Use the Windows method to get TCL functions on Cygwin #5807 [@DWesl]

Changed error type to allow for incremental WebP parsing #5404 [@radarhere]

Improved I;16 operations on big endian #5901 [@radarhere]

Ensure that BMP pixel data offset does not ignore palette #5899 [@radarhere]

Limit quantized palette to number of colors #5879 [@radarhere]

Use latin1 encoding to decode bytes #5870 [@radarhere]

Fixed palette index for zeroed color in FASTOCTREE quantize #5869 [@radarhere]

When saving RGBA to GIF, make use of first transparent palette entry #5859 [@radarhere]

Pass SAMPLEFORMAT to libtiff #5848 [@radarhere]

Added rounding when converting P and PA #5824 [@radarhere]

Improved putdata() documentation and data handling #5910 [@radarhere]

Exclude carriage return in PDF regex to help prevent ReDoS #5912 [@radarhere]

Image.NONE is only used for resampling and dithers #5908 [@radarhere]

Fixed freeing pointer in ImageDraw.Outline.transform #5909 [@radarhere]

Add Tidelift alignment action and badge #5763 [@aclark4life]

Replaced further direct invocations of setup.py #5906 [@radarhere]

Added ImageShow support for xdg-open #5897 [@m-shinder]

Fixed typo #5902 [@radarhere]

Switched from deprecated "setup.py install" to "pip install ." #5896 [@radarhere]

Support 16-bit grayscale ImageQt conversion #5856 [@cmbruns]

Fixed raising OSError in _safe_read when size is greater than SAFEBLOCK #5872 [@radarhere]

Convert subsequent GIF frames to RGB or RGBA #5857 [@radarhere]

WebP: Fix memory leak during decoding on failure #5798 [@ilai-deutel]

Do not prematurely return in ImageFile when saving to stdout #5665 [@infmagic2047]

Added support for top right and bottom right TGA orientations #5829 [@radarhere]

Corrected ICNS file length in header #5845 [@radarhere]

Block tile TIFF tags when saving #5839 [@radarhere]

Added line width argument to ImageDraw polygon #5694 [@radarhere]

Do not redeclare class each time when converting to NumPy #5844 [@radarhere]

Only prevent repeated polygon pixels when drawing with transparency #5835 [@radarhere]

... (truncated)

Changelog

Sourced from pillow's changelog.

9.0.1 (2022-02-03)

In show_file, use os.remove to remove temporary images. CVE-2022-24303 #6010 [radarhere, hugovk]

Restrict builtins within lambdas for ImageMath.eval. CVE-2022-22817 #6009 [radarhere]

9.0.0 (2022-01-02)

Restrict builtins for ImageMath.eval(). CVE-2022-22817 #5923 [radarhere]

Ensure JpegImagePlugin stops at the end of a truncated file #5921 [radarhere]

Fixed ImagePath.Path array handling. CVE-2022-22815, CVE-2022-22816 #5920 [radarhere]

Remove consecutive duplicate tiles that only differ by their offset #5919 [radarhere]

Improved I;16 operations on big endian #5901 [radarhere]

Limit quantized palette to number of colors #5879 [radarhere]

Fixed palette index for zeroed color in FASTOCTREE quantize #5869 [radarhere]

When saving RGBA to GIF, make use of first transparent palette entry #5859 [radarhere]

Pass SAMPLEFORMAT to libtiff #5848 [radarhere]

Added rounding when converting P and PA #5824 [radarhere]

Improved putdata() documentation and data handling #5910 [radarhere]

Exclude carriage return in PDF regex to help prevent ReDoS #5912 [hugovk]

Fixed freeing pointer in ImageDraw.Outline.transform #5909 [radarhere]

... (truncated)

Commits

6deac9e 9.0.1 version bump

c04d812 Update CHANGES.rst [ci skip]

4fabec3 Added release notes for 9.0.1

02affaa Added delay after opening image with xdg-open

ca0b585 Updated formatting

427221e In show_file, use os.remove to remove temporary images

c930be0 Restrict builtins within lambdas for ImageMath.eval

75b69dd Dont need to pin for GHA

cd938a7 Autolink CWE numbers with sphinx-issues

2e9c461 Add CVE IDs

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dependencies
opened by dependabot[bot] 2
Bump pillow from 5.2.0 to 8.3.2
Bumps pillow from 5.2.0 to 8.3.2.

Release notes

Sourced from pillow's releases.

8.3.2

https://pillow.readthedocs.io/en/stable/releasenotes/8.3.2.html

Security

CVE-2021-23437 Raise ValueError if color specifier is too long [hugovk, radarhere]

Fix 6-byte OOB read in FliDecode [wiredfool]

Python 3.10 wheels

Add support for Python 3.10 #5569, #5570 [hugovk, radarhere]

Fixed regressions

Ensure TIFF RowsPerStrip is multiple of 8 for JPEG compression #5588 [kmilos, radarhere]

Updates for ImagePalette channel order #5599 [radarhere]

Hide FriBiDi shim symbols to avoid conflict with real FriBiDi library #5651 [nulano]

8.3.1

https://pillow.readthedocs.io/en/stable/releasenotes/8.3.1.html

Changes

Catch OSError when checking if fp is sys.stdout #5585 [@radarhere]

Handle removing orientation from alternate types of EXIF data #5584 [@radarhere]

Make Image.array take optional dtype argument #5572 [@t-vi]

8.3.0

https://pillow.readthedocs.io/en/stable/releasenotes/8.3.0.html

Changes

Use snprintf instead of sprintf #5567 [@radarhere]

Limit TIFF strip size when saving with LibTIFF #5514 [@kmilos]

Allow ICNS save on all operating systems #4526 [@newpanjing]

De-zigzag JPEG's DQT when loading; deprecate convert_dict_qtables #4989 [@gofr]

Do not use background or transparency index for new color #5564 [@radarhere]

Simplified code #5315 [@radarhere]

Replaced xml.etree.ElementTree #5565 [@radarhere]

... (truncated)

Changelog

Sourced from pillow's changelog.

8.3.2 (2021-09-02)

CVE-2021-23437 Raise ValueError if color specifier is too long [hugovk, radarhere]

Fix 6-byte OOB read in FliDecode [wiredfool]

Add support for Python 3.10 #5569, #5570 [hugovk, radarhere]

Ensure TIFF RowsPerStrip is multiple of 8 for JPEG compression #5588 [kmilos, radarhere]

Updates for ImagePalette channel order #5599 [radarhere]

Hide FriBiDi shim symbols to avoid conflict with real FriBiDi library #5651 [nulano]

8.3.1 (2021-07-06)

Catch OSError when checking if fp is sys.stdout #5585 [radarhere]

Handle removing orientation from alternate types of EXIF data #5584 [radarhere]

Make Image.array take optional dtype argument #5572 [t-vi, radarhere]

8.3.0 (2021-07-01)

Use snprintf instead of sprintf. CVE-2021-34552 #5567 [radarhere]

Limit TIFF strip size when saving with LibTIFF #5514 [kmilos]

Allow ICNS save on all operating systems #4526 [baletu, radarhere, newpanjing, hugovk]

De-zigzag JPEG's DQT when loading; deprecate convert_dict_qtables #4989 [gofr, radarhere]

Replaced xml.etree.ElementTree #5565 [radarhere]

... (truncated)

Commits

8013f13 8.3.2 version bump

23c7ca8 Update CHANGES.rst

8450366 Update release notes

a0afe89 Update test case

9e08eb8 Raise ValueError if color specifier is too long

bd5cf7d FLI tests for Oss-fuzz crash.

94a0cf1 Fix 6-byte OOB read in FliDecode

cece64f Add 8.3.2 (2021-09-02) [CI skip]

e422386 Add release notes for Pillow 8.3.2

08dcbb8 Pillow 8.3.2 supports Python 3.10 [ci skip]

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dependencies
opened by dependabot[bot] 2
add BGAN, GAN-VFS, MGGAN, PGAN, SS-GAN, GAN-sep, VIGAN
This PR fixes a few small issues in plot range and appearance; moreover, it adds 7 GANs.

New GANs:

Binary GAN (BGAN)

Generative Adversarial Network-based Visible Face Synthesis (GAN-VFS)

Multi-Generators GANs (MGGAN)

Probabilistic Generative Adversarial Network (PGAN)

semi-supervised GAN (SS-GAN)

separable GAN (GAN-sep)

View Imputation GAN (VIGAN)
opened by Banus 2
Bump pillow from 5.2.0 to 9.0.0
Bumps pillow from 5.2.0 to 9.0.0.

Release notes

Sourced from pillow's releases.

9.0.0

https://pillow.readthedocs.io/en/stable/releasenotes/9.0.0.html

Changes

Restrict builtins for ImageMath.eval() #5923 [@radarhere]

Ensure JpegImagePlugin stops at the end of a truncated file #5921 [@radarhere]

Fixed ImagePath.Path array handling #5920 [@radarhere]

Remove consecutive duplicate tiles that only differ by their offset #5919 [@radarhere]

Removed redundant part of condition #5915 [@radarhere]

Explicitly enable strip chopping for large uncompressed TIFFs #5517 [@kmilos]

Use the Windows method to get TCL functions on Cygwin #5807 [@DWesl]

Changed error type to allow for incremental WebP parsing #5404 [@radarhere]

Improved I;16 operations on big endian #5901 [@radarhere]

Ensure that BMP pixel data offset does not ignore palette #5899 [@radarhere]

Limit quantized palette to number of colors #5879 [@radarhere]

Use latin1 encoding to decode bytes #5870 [@radarhere]

Fixed palette index for zeroed color in FASTOCTREE quantize #5869 [@radarhere]

When saving RGBA to GIF, make use of first transparent palette entry #5859 [@radarhere]

Pass SAMPLEFORMAT to libtiff #5848 [@radarhere]

Added rounding when converting P and PA #5824 [@radarhere]

Improved putdata() documentation and data handling #5910 [@radarhere]

Exclude carriage return in PDF regex to help prevent ReDoS #5912 [@radarhere]

Image.NONE is only used for resampling and dithers #5908 [@radarhere]

Fixed freeing pointer in ImageDraw.Outline.transform #5909 [@radarhere]

Add Tidelift alignment action and badge #5763 [@aclark4life]

Replaced further direct invocations of setup.py #5906 [@radarhere]

Added ImageShow support for xdg-open #5897 [@m-shinder]

Fixed typo #5902 [@radarhere]

Switched from deprecated "setup.py install" to "pip install ." #5896 [@radarhere]

Support 16-bit grayscale ImageQt conversion #5856 [@cmbruns]

Fixed raising OSError in _safe_read when size is greater than SAFEBLOCK #5872 [@radarhere]

Convert subsequent GIF frames to RGB or RGBA #5857 [@radarhere]

WebP: Fix memory leak during decoding on failure #5798 [@ilai-deutel]

Do not prematurely return in ImageFile when saving to stdout #5665 [@infmagic2047]

Added support for top right and bottom right TGA orientations #5829 [@radarhere]

Corrected ICNS file length in header #5845 [@radarhere]

Block tile TIFF tags when saving #5839 [@radarhere]

Added line width argument to ImageDraw polygon #5694 [@radarhere]

Do not redeclare class each time when converting to NumPy #5844 [@radarhere]

Only prevent repeated polygon pixels when drawing with transparency #5835 [@radarhere]

Fix pushes_fd method signature #5833 [@hoodmane]

Add support for pickling TrueType fonts #5826 [@hugovk]

Only prefer command line tools SDK on macOS over default MacOSX SDK #5828 [@radarhere]

Fix compilation on 64-bit Termux #5793 [@landfillbaby]

Replace 'setup.py sdist' with '-m build --sdist' #5785 [@hugovk]

Use declarative package configuration #5784 [@hugovk]

Use title for display in ImageShow #5788 [@radarhere]

Fix for PyQt6 #5775 [@hugovk]

... (truncated)

Changelog

Sourced from pillow's changelog.

9.0.0 (2022-01-02)

Restrict builtins for ImageMath.eval(). CVE-2022-22817 #5923 [radarhere]

Ensure JpegImagePlugin stops at the end of a truncated file #5921 [radarhere]

Fixed ImagePath.Path array handling. CVE-2022-22815, CVE-2022-22816 #5920 [radarhere]

Remove consecutive duplicate tiles that only differ by their offset #5919 [radarhere]

Improved I;16 operations on big endian #5901 [radarhere]

Limit quantized palette to number of colors #5879 [radarhere]

Fixed palette index for zeroed color in FASTOCTREE quantize #5869 [radarhere]

When saving RGBA to GIF, make use of first transparent palette entry #5859 [radarhere]

Pass SAMPLEFORMAT to libtiff #5848 [radarhere]

Added rounding when converting P and PA #5824 [radarhere]

Improved putdata() documentation and data handling #5910 [radarhere]

Exclude carriage return in PDF regex to help prevent ReDoS #5912 [hugovk]

Fixed freeing pointer in ImageDraw.Outline.transform #5909 [radarhere]

Added ImageShow support for xdg-open #5897 [m-shinder, radarhere]

Support 16-bit grayscale ImageQt conversion #5856 [cmbruns, radarhere]

Convert subsequent GIF frames to RGB or RGBA #5857 [radarhere]

... (truncated)

Commits

82541b6 9.0.0 version bump

cae5ac4 Merge pull request #5924 from radarhere/cves

ed4cf78 CVEs TBD

d7f60d1 Merge pull request #5923 from radarhere/imagemath_eval

8531b01 Restrict builtins for ImageMath.eval

1efb1d9 Merge pull request #5922 from radarhere/releasenotes

f6c7871 Added release notes for #5919, #5920 and #5921

032d2dc Update CHANGES.rst [ci skip]

baae9ec Merge pull request #5921 from radarhere/jpeg_eoi

1059eb5 If appended EOI did not work, do not keep trying

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dependencies
opened by dependabot[bot] 1
Bump pillow from 5.2.0 to 8.2.0
Bumps pillow from 5.2.0 to 8.2.0.

Release notes

Sourced from pillow's releases.

8.2.0

https://pillow.readthedocs.io/en/stable/releasenotes/8.2.0.html

Changes

Security fixes for 8.2.0 #5377 [@hugovk]

Move getxmp() to JpegImageFile #5376 [@radarhere]

Added getxmp() method #5144 [@UrielMaD]

Compile LibTIFF with CMake on Windows #5359 [@nulano]

Add ImageShow support for GraphicsMagick #5349 [@latosha-maltba]

Tiff crash fixes in TiffDecode.c #5372 [@wiredfool]

Remove redundant check (addition to #5364) #5366 [@kkopachev]

Do not load transparent pixels from subsequent GIF frames #5333 [@radarhere]

Use LZW encoding when saving GIF images #5291 [@raygard]

Set all transparent colors to be equal in quantize() #5282 [@radarhere]

Allow PixelAccess to use Python int when parsing x and y #5206 [@radarhere]

Removed Image._MODEINFO #5316 [@radarhere]

Add preserve_tone option to autocontrast #5350 [@elejke]

Only import numpy when necessary #5323 [@radarhere]

Fixed linear_gradient and radial_gradient I and F modes #5274 [@radarhere]

Add support for reading TIFFs with PlanarConfiguration=2 #5364 [@wiredfool]

More OSS-Fuzz support #5328 [@wiredfool]

Do not premultiply alpha when resizing with Image.NEAREST resampling #5304 [@nulano]

Use quantization method attributes #5353 [@radarhere]

Dynamically link FriBiDi instead of Raqm #5062 [@nulano]

Removed build_distance_tables return value #5363 [@radarhere]

Allow fewer PNG palette entries than the bit depth maximum when saving #5330 [@radarhere]

Use duration from info dictionary when saving WebP #5338 [@radarhere]

Improved efficiency when creating GIF disposal images #5326 [@radarhere]

Stop flattening EXIF IFD into getexif() #4947 [@radarhere]

Replaced tiff_deflate with tiff_adobe_deflate compression when saving TIFF images #5343 [@radarhere]

Save ICC profile from TIFF encoderinfo #5321 [@radarhere]

Moved RGB fix inside ImageQt class #5268 [@radarhere]

Fix -Wformat error in TiffDecode #5305 [@lukegb]

Allow alpha_composite destination to be negative #5313 [@radarhere]

Ensure file is closed if it is opened by ImageQt.ImageQt #5260 [@radarhere]

Added ImageDraw rounded_rectangle method #5208 [@radarhere]

Added IPythonViewer #5289 [@radarhere]

Only draw each rectangle outline pixel once #5183 [@radarhere]

Use mmap instead of built-in Win32 mapper #5224 [@radarhere]

Handle PCX images with an odd stride #5214 [@radarhere]

Only read different sizes for "Large Thumbnail" MPO frames #5168 [@radarhere]

Dependencies

Updated harfbuzz to 2.8.0 #5334 [@radarhere]

Deprecations

... (truncated)

Changelog

Sourced from pillow's changelog.

8.2.0 (2021-04-01)

Added getxmp() method #5144 [UrielMaD, radarhere]

Add ImageShow support for GraphicsMagick #5349 [latosha-maltba, radarhere]

Do not load transparent pixels from subsequent GIF frames #5333 [zewt, radarhere]

Use LZW encoding when saving GIF images #5291 [raygard]

Set all transparent colors to be equal in quantize() #5282 [radarhere]

Allow PixelAccess to use Python int when parsing x and y #5206 [radarhere]

Removed Image._MODEINFO #5316 [radarhere]

Add preserve_tone option to autocontrast #5350 [elejke, radarhere]

Fixed linear_gradient and radial_gradient I and F modes #5274 [radarhere]

Add support for reading TIFFs with PlanarConfiguration=2 #5364 [kkopachev, wiredfool, nulano]

Deprecated categories #5351 [radarhere]

Do not premultiply alpha when resizing with Image.NEAREST resampling #5304 [nulano]

Dynamically link FriBiDi instead of Raqm #5062 [nulano]

Allow fewer PNG palette entries than the bit depth maximum when saving #5330 [radarhere]

Use duration from info dictionary when saving WebP #5338 [radarhere]

Stop flattening EXIF IFD into getexif() #4947 [radarhere, kkopachev]

... (truncated)

Commits

e0e353c 8.2.0 version bump

ee635be Merge pull request #5377 from hugovk/security-and-release-notes

694c84f Fix typo [ci skip]

8febdad Review, typos and lint

fea4196 Reorder, roughly alphabetic

496245a Fix BLP DOS -- CVE-2021-28678

22e9bee Fix DOS in PSDImagePlugin -- CVE-2021-28675

ba65f0b Fix Memory DOS in ImageFont

bb6c11f Fix FLI DOS -- CVE-2021-28676

5a5e6db Fix EPS DOS on _open -- CVE-2021-28677

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dependencies
opened by dependabot[bot] 1
Bump pillow from 5.2.0 to 8.1.1
Bumps pillow from 5.2.0 to 8.1.1.

Release notes

Sourced from pillow's releases.

8.1.1

https://pillow.readthedocs.io/en/stable/releasenotes/8.1.1.html

8.1.0

https://pillow.readthedocs.io/en/stable/releasenotes/8.1.0.html

Changes

Fix TIFF OOB Write error #5175 [@radarhere]

Fix for Buffer Read Overrun in PCX Decoding #5174 [@radarhere]

Fix for SGI Decode buffer overrun #5173 [@radarhere]

Fix OOB Read when saving GIF of xsize=1 #5149 [@wiredfool]

Add support for PySide6 #5161 [@hugovk]

Moved QApplication into one test #5167 [@radarhere]

Use disposal settings from previous frame in APNG #5126 [@radarhere]

Revert "skip wheels on 3.10-dev due to wheel#354" #5163 [@radarhere]

Better _binary module use #5156 [@radarhere]

Added exception explaining that repr_png saves to PNG #5139 [@radarhere]

Use previous disposal method in GIF load_end #5125 [@radarhere]

Do not catch a ValueError only to raise another #5090 [@radarhere]

Allow putpalette to accept 1024 integers to include alpha values #5089 [@radarhere]

Fix OOB Read when writing TIFF with custom Metadata #5148 [@wiredfool]

Removed unused variable #5140 [@radarhere]

Fix dereferencing of potential null pointers #5111 [@cgohlke]

Fixed warnings assigning to "unsigned char *" from "char *" #5127 [@radarhere]

Add append_images support for ICO #4568 [@ziplantil]

Fixed comparison warnings #5122 [@radarhere]

Block TIFFTAG_SUBIFD #5120 [@radarhere]

Fix dereferencing potential null pointer #5108 [@cgohlke]

Replaced PyErr_NoMemory with ImagingError_MemoryError #5113 [@radarhere]

Remove duplicate code #5109 [@cgohlke]

Moved warning to end of execution #4965 [@radarhere]

Removed unused fromstring and tostring C methods #5026 [@radarhere]

init() if one of the formats is unrecognised #5037 [@radarhere]

Dependencies

Updated libtiff to 4.2.0 #5153 [@radarhere]

Updated openjpeg to 2.4.0 #5151 [@radarhere]

Updated harfbuzz to 2.7.4 #5138 [@radarhere]

Updated harfbuzz to 2.7.3 #5128 [@radarhere]

Updated libraqm to 0.7.1 #5070 [@radarhere]

Updated libimagequant to 2.13.1 #5065 [@radarhere]

Update FriBiDi to 1.0.10 #5064 [@nulano]

Updated libraqm to 0.7.1 #5063 [@radarhere]

Updated libjpeg-turbo to 2.0.6 #5044 [@radarhere]

Deprecations

... (truncated)

Changelog

Sourced from pillow's changelog.

8.1.1 (2021-03-01)

Use more specific regex chars to prevent ReDoS. CVE-2021-25292 [hugovk]

Fix OOB Read in TiffDecode.c, and check the tile validity before reading. CVE-2021-25291 [wiredfool]

Fix negative size read in TiffDecode.c. CVE-2021-25290 [wiredfool]

Fix OOB read in SgiRleDecode.c. CVE-2021-25293 [wiredfool]

Incorrect error code checking in TiffDecode.c. CVE-2021-25289 [wiredfool]

PyModule_AddObject fix for Python 3.10 #5194 [radarhere]

8.1.0 (2021-01-02)

Fix TIFF OOB Write error. CVE-2020-35654 #5175 [wiredfool]

Fix for Read Overflow in PCX Decoding. CVE-2020-35653 #5174 [wiredfool, radarhere]

Fix for SGI Decode buffer overrun. CVE-2020-35655 #5173 [wiredfool, radarhere]

Fix OOB Read when saving GIF of xsize=1 #5149 [wiredfool]

Makefile updates #5159 [wiredfool, radarhere]

Add support for PySide6 #5161 [hugovk]

Use disposal settings from previous frame in APNG #5126 [radarhere]

Added exception explaining that repr_png saves to PNG #5139 [radarhere]

Use previous disposal method in GIF load_end #5125 [radarhere]

... (truncated)

Commits

741d874 8.1.1 version bump

179cd1c Added 8.1.1 release notes to index

7d29665 Update CHANGES.rst [ci skip]

d25036f Credits

973a4c3 Release notes for 8.1.1

521dab9 Use more specific regex chars to prevent ReDoS

8b8076b Fix for CVE-2021-25291

e25be1e Fix negative size read in TiffDecode.c

f891baa Fix OOB read in SgiRleDecode.c

cbfdde7 Incorrect error code checking in TiffDecode.c

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dependencies
opened by dependabot[bot] 1
Bump pillow from 5.2.0 to 6.2.0
Bumps pillow from 5.2.0 to 6.2.0.

Release notes

Sourced from pillow's releases.

6.2.0

https://pillow.readthedocs.io/en/stable/releasenotes/6.2.0.html

6.1.0

https://pillow.readthedocs.io/en/stable/releasenotes/6.1.0.html

6.0.0

No release notes provided.

5.4.1

No release notes provided.

5.4.0

No release notes provided.

5.3.0

No release notes provided.

Changelog

Sourced from pillow's changelog.

6.2.0 (2019-10-01)

Catch buffer overruns #4104 [radarhere]

Initialize rows_per_strip when RowsPerStrip tag is missing #4034 [cgohlke, radarhere]

Raise error if TIFF dimension is a string #4103 [radarhere]

Added decompression bomb checks #4102 [radarhere]

Fix ImageGrab.grab DPI scaling on Windows 10 version 1607+ #4000 [nulano, radarhere]

Corrected negative seeks #4101 [radarhere]

Added argument to capture all screens on Windows #3950 [nulano, radarhere]

Updated warning to specify when Image.frombuffer defaults will change #4086 [radarhere]

Changed WindowsViewer format to PNG #4080 [radarhere]

Use TIFF orientation #4063 [radarhere]

Raise the same error if a truncated image is loaded a second time #3965 [radarhere]

Lazily use ImageFileDirectory_v1 values from Exif #4031 [radarhere]

Improved HSV conversion #4004 [radarhere]

Added text stroking #3978 [radarhere, hugovk]

No more deprecated bdist_wininst .exe installers #4029 [hugovk]

Do not allow floodfill to extend into negative coordinates #4017 [radarhere]

... (truncated)

Commits

8a30d13 Updated CHANGES.rst [ci skip]

75602d1 6.2.0 version bump

4756af9 Updated CHANGES.rst [ci skip]

cc16025 Merge pull request #4104 from radarhere/overrun

fb84701 Merge pull request #4034 from cgohlke/patch-1

b9693a5 Merge pull request #4103 from radarhere/dimension

f228d0c Merge pull request #4102 from radarhere/decompression

aaf2c42 Merge pull request #4000 from nulano/dpi_fix

b36c1bc Merge pull request #4101 from radarhere/negative_seek

9a977b9 Raise error if dimension is a string

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dependencies
opened by dependabot[bot] 1
Bump urllib3 from 1.23 to 1.24.2
Bumps urllib3 from 1.23 to 1.24.2.

Changelog

Sourced from urllib3's changelog.

1.24.2 (2019-04-17)

Don't load system certificates by default when any other ca_certs, ca_certs_dir or ssl_context parameters are specified.

Remove Authorization header regardless of case when redirecting to cross-site. (Issue #1510)

Add support for IPv6 addresses in subjectAltName section of certificates. (Issue #1269)

1.24.1 (2018-11-02)

Remove quadratic behavior within GzipDecoder.decompress() (Issue #1467)

Restored functionality of ciphers parameter for create_urllib3_context(). (Issue #1462)

1.24 (2018-10-16)

Allow key_server_hostname to be specified when initializing a PoolManager to allow custom SNI to be overridden. (Pull #1449)

Test against Python 3.7 on AppVeyor. (Pull #1453)

Early-out ipv6 checks when running on App Engine. (Pull #1450)

Change ambiguous description of backoff_factor (Pull #1436)

Add ability to handle multiple Content-Encodings (Issue #1441 and Pull #1442)

Skip DNS names that can't be idna-decoded when using pyOpenSSL (Issue #1405).

Add a server_hostname parameter to HTTPSConnection which allows for overriding the SNI hostname sent in the handshake. (Pull #1397)

Drop support for EOL Python 2.6 (Pull #1429 and Pull #1430)

Fixed bug where responses with header Content-Type: message/* erroneously raised HeaderParsingError, resulting in a warning being logged. (Pull #1439)

Move urllib3 to src/urllib3 (Pull #1409)

Commits

1efadf4 Release 1.24.2 (#1564)

a6ec68a Merging new release version: 1.24.1

0cedb3b Restore context.set_ciphers() to create_urllib3_context() (#1463)

0aeba3b Use bytearray to accumulate bytes from gzip (#1468)

f8d1c78 Uninstall oclint to ensure gcc can be brew upgraded (#1464)

cd7cfa6 Resolve pytest pluggy version conflict (#1457)

b548abc Update changelog for 1.24 release

ef0c745 Merging new release version: 1.24

a0964d9 Add missing key_server_hostname variable (#1449)

34d8298 Test against Python 3.7 on AppVeyor (#1453)

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dependencies
opened by dependabot[bot] 1
The website Deep Hunt doesn't work

The website refered in the README.MD Deep Hunt does not work.

The link skip to a URL named https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fdeephunt.in%2F

Is the URL changed? What is the new one?

opened by H-xie 1
group the lists by years

Hi, dear,

I am thank you for the zoo. however, I can't seize some keywords I need when read the zoo to search a paper. Could you group it by years or category like 3D, image, etc.

My enligsh is poor and you can get my mean?

Thank you!

opened by Jiewen2017 1
Bump certifi from 2018.8.24 to 2022.12.7
Bumps certifi from 2018.8.24 to 2022.12.7.

Commits

9e9e840 2022.12.07

b81bdb2 2022.09.24

939a28f 2022.09.14

aca828a 2022.06.15.2

de0eae1 Only use importlib.resources's new files() / Traversable API on Python ≥3.11 ...

b8eb5e9 2022.06.15.1

47fb7ab Fix deprecation warning on Python 3.11 (#199)

b0b48e0 fixes #198 -- update link in license

9d514b4 2022.06.15

4151e88 Add py.typed to MANIFEST.in to package in sdist (#196)

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dependencies
opened by dependabot[bot] 1
Bump pillow from 5.2.0 to 9.3.0
Bumps pillow from 5.2.0 to 9.3.0.

Release notes

Sourced from pillow's releases.

9.3.0

https://pillow.readthedocs.io/en/stable/releasenotes/9.3.0.html

Changes

Initialize libtiff buffer when saving #6699 [@radarhere]

Limit SAMPLESPERPIXEL to avoid runtime DOS #6700 [@wiredfool]

Inline fname2char to fix memory leak #6329 [@nulano]

Fix memory leaks related to text features #6330 [@nulano]

Use double quotes for version check on old CPython on Windows #6695 [@hugovk]

GHA: replace deprecated set-output command with GITHUB_OUTPUT file #6697 [@nulano]

Remove backup implementation of Round for Windows platforms #6693 [@cgohlke]

Upload fribidi.dll to GitHub Actions #6532 [@nulano]

Fixed set_variation_by_name offset #6445 [@radarhere]

Windows build improvements #6562 [@nulano]

Fix malloc in _imagingft.c:font_setvaraxes #6690 [@cgohlke]

Only use ASCII characters in C source file #6691 [@cgohlke]

Release Python GIL when converting images using matrix operations #6418 [@hmaarrfk]

Added ExifTags enums #6630 [@radarhere]

Do not modify previous frame when calculating delta in PNG #6683 [@radarhere]

Added support for reading BMP images with RLE4 compression #6674 [@npjg]

Decode JPEG compressed BLP1 data in original mode #6678 [@radarhere]

pylint warnings #6659 [@marksmayo]

Added GPS TIFF tag info #6661 [@radarhere]

Added conversion between RGB/RGBA/RGBX and LAB #6647 [@radarhere]

Do not attempt normalization if mode is already normal #6644 [@radarhere]

Fixed seeking to an L frame in a GIF #6576 [@radarhere]

Consider all frames when selecting mode for PNG save_all #6610 [@radarhere]

Don't reassign crc on ChunkStream close #6627 [@radarhere]

Raise a warning if NumPy failed to raise an error during conversion #6594 [@radarhere]

Only read a maximum of 100 bytes at a time in IMT header #6623 [@radarhere]

Show all frames in ImageShow #6611 [@radarhere]

Allow FLI palette chunk to not be first #6626 [@radarhere]

If first GIF frame has transparency for RGB_ALWAYS loading strategy, use RGBA mode #6592 [@radarhere]

Round box position to integer when pasting embedded color #6517 [@radarhere]

Removed EXIF prefix when saving WebP #6582 [@radarhere]

Pad IM palette to 768 bytes when saving #6579 [@radarhere]

Added DDS BC6H reading #6449 [@ShadelessFox]

Added support for opening WhiteIsZero 16-bit integer TIFF images #6642 [@JayWiz]

Raise an error when allocating translucent color to RGB palette #6654 [@jsbueno]

Moved mode check outside of loops #6650 [@radarhere]

Added reading of TIFF child images #6569 [@radarhere]

Improved ImageOps palette handling #6596 [@PososikTeam]

Defer parsing of palette into colors #6567 [@radarhere]

Apply transparency to P images in ImageTk.PhotoImage #6559 [@radarhere]

Use rounding in ImageOps contain() and pad() #6522 [@bibinhashley]

Fixed GIF remapping to palette with duplicate entries #6548 [@radarhere]

Allow remap_palette() to return an image with less than 256 palette entries #6543 [@radarhere]

Corrected BMP and TGA palette size when saving #6500 [@radarhere]

... (truncated)

Changelog

Sourced from pillow's changelog.

9.3.0 (2022-10-29)

Limit SAMPLESPERPIXEL to avoid runtime DOS #6700 [wiredfool]

Initialize libtiff buffer when saving #6699 [radarhere]

Inline fname2char to fix memory leak #6329 [nulano]

Fix memory leaks related to text features #6330 [nulano]

Use double quotes for version check on old CPython on Windows #6695 [hugovk]

Remove backup implementation of Round for Windows platforms #6693 [cgohlke]

Fixed set_variation_by_name offset #6445 [radarhere]

Fix malloc in _imagingft.c:font_setvaraxes #6690 [cgohlke]

Release Python GIL when converting images using matrix operations #6418 [hmaarrfk]

Added ExifTags enums #6630 [radarhere]

Do not modify previous frame when calculating delta in PNG #6683 [radarhere]

Added support for reading BMP images with RLE4 compression #6674 [npjg, radarhere]

Decode JPEG compressed BLP1 data in original mode #6678 [radarhere]

Added GPS TIFF tag info #6661 [radarhere]

Added conversion between RGB/RGBA/RGBX and LAB #6647 [radarhere]

Do not attempt normalization if mode is already normal #6644 [radarhere]

... (truncated)

Commits

d594f4c Update CHANGES.rst [ci skip]

909dc64 9.3.0 version bump

1a51ce7 Merge pull request #6699 from hugovk/security-libtiff_buffer

2444cdd Merge pull request #6700 from hugovk/security-samples_per_pixel-sec

744f455 Added release notes

0846bfa Add to release notes

799a6a0 Fix linting

00b25fd Hide UserWarning in logs

05b175e Tighter test case

13f2c5a Prevent DOS with large SAMPLESPERPIXEL in Tiff IFD

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dependencies
opened by dependabot[bot] 0
Bump numpy from 1.15.1 to 1.22.0
Bumps numpy from 1.15.1 to 1.22.0.

Release notes

Sourced from numpy's releases.

v1.22.0

NumPy 1.22.0 Release Notes

NumPy 1.22.0 is a big release featuring the work of 153 contributors spread over 609 pull requests. There have been many improvements, highlights are:

Annotations of the main namespace are essentially complete. Upstream is a moving target, so there will likely be further improvements, but the major work is done. This is probably the most user visible enhancement in this release.

A preliminary version of the proposed Array-API is provided. This is a step in creating a standard collection of functions that can be used across application such as CuPy and JAX.

NumPy now has a DLPack backend. DLPack provides a common interchange format for array (tensor) data.

New methods for quantile, percentile, and related functions. The new methods provide a complete set of the methods commonly found in the literature.

A new configurable allocator for use by downstream projects.

These are in addition to the ongoing work to provide SIMD support for commonly used functions, improvements to F2PY, and better documentation.

The Python versions supported in this release are 3.8-3.10, Python 3.7 has been dropped. Note that 32 bit wheels are only provided for Python 3.8 and 3.9 on Windows, all other wheels are 64 bits on account of Ubuntu, Fedora, and other Linux distributions dropping 32 bit support. All 64 bit wheels are also linked with 64 bit integer OpenBLAS, which should fix the occasional problems encountered by folks using truly huge arrays.

Expired deprecations

Deprecated numeric style dtype strings have been removed

Using the strings "Bytes0", "Datetime64", "Str0", "Uint32", and "Uint64" as a dtype will now raise a TypeError.

(gh-19539)

Expired deprecations for loads, ndfromtxt, and mafromtxt in npyio

numpy.loads was deprecated in v1.15, with the recommendation that users use pickle.loads instead. ndfromtxt and mafromtxt were both deprecated in v1.17 - users should use numpy.genfromtxt instead with the appropriate value for the usemask parameter.

(gh-19615)

... (truncated)

Commits

4adc87d Merge pull request #20685 from charris/prepare-for-1.22.0-release

fd66547 REL: Prepare for the NumPy 1.22.0 release.

125304b wip

c283859 Merge pull request #20682 from charris/backport-20416

5399c03 Merge pull request #20681 from charris/backport-20954

f9c45f8 Merge pull request #20680 from charris/backport-20663

794b36f Update armccompiler.py

d93b14e Update test_public_api.py

7662c07 Update init.py

311ab52 Update armccompiler.py

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dependencies
opened by dependabot[bot] 1
Does this model support experiments related to GAN neural machine translation?

Hi,I want to do experiments on GAN neural machine translation, but I don't know whether this model can be implemented and whether the code needs to be modified? I am a beginner in NMT. Hope to give answers or suggestions.That would be really help!

opened by yapingzhao 0