codes for IKM (arXiv2021, Submitted to IEEE Trans)

Last update: Dec 29, 2022

Related tags

Overview

Image-specific Convolutional Kernel Modulation for Single Image Super-resolution

This repository is for IKM introduced in the following paper

Yuanfei Huang, Jie Li, Yanting Hu, Hua Huang and Xinbo Gao*, "Image-specific Convolutional Kernel Modulation for Single Image Super-resolution", arXiv preprint arXiv:2111.08362(2021)

arXiv

Overflow

Dependenices

python 3.8
pytorch >= 1.7.0
NVIDIA GPU + CUDA

Data preparing

Download DIV2K and Flickr2K datasets into the path "../../Datasets/Train/DF2K".

Train

Replace the train dataset path '../../Datasets/Train/' and validation dataset '../../Datasets/Test/' with your training and validation datasets, respectively.
Set the configurations in 'option.py' as you want.

python main.py --train 'Train'

Test

Download models from Google Drive or BaiduYun(password: 06v3).
Replace the test dataset path '../../Datasets/Test/' with your datasets.

python main.py --train 'Test'

Results

Quantitative Results (PSNR/SSIM)

Qualitative Results

Citation

@misc{huang2021imagespecific,
      title={Image-specific Convolutional Kernel Modulation for Single Image Super-resolution}, 
      author={Yuanfei Huang and Jie Li and Yanting Hu and Xinbo Gao and Hua Huang},
      year={2021},
      eprint={2111.08362},
      archivePrefix={arXiv},
      primaryClass={eess.IV}
}

The official implementation of the IEEE S&P`22 paper "SoK: How Robust is Deep Neural Network Image Classification Watermarking".

Watermark-Robustness-Toolbox - Official PyTorch Implementation This repository contains the official PyTorch implementation of the following paper to

49 Dec 19, 2022

Deep Learning for 3D Point Clouds: A Survey (IEEE TPAMI, 2020)

🔥Deep Learning for 3D Point Clouds (IEEE TPAMI, 2020)

1.4k Jan 8, 2023

Official implementation of NLOS-OT: Passive Non-Line-of-Sight Imaging Using Optimal Transport (IEEE TIP, accepted)

NLOS-OT Official implementation of NLOS-OT: Passive Non-Line-of-Sight Imaging Using Optimal Transport (IEEE TIP, accepted) Description In this reposit

16 Dec 16, 2022

🔥RandLA-Net in Tensorflow (CVPR 2020, Oral & IEEE TPAMI 2021)

RandLA-Net: Efficient Semantic Segmentation of Large-Scale Point Clouds (CVPR 2020) This is the official implementation of RandLA-Net (CVPR2020, Oral

1k Dec 30, 2022

Official Keras Implementation for UNet++ in IEEE Transactions on Medical Imaging and DLMIA 2018

UNet++: A Nested U-Net Architecture for Medical Image Segmentation UNet++ is a new general purpose image segmentation architecture for more accurate i

1.8k Jan 7, 2023

Code of paper Interact, Embed, and EnlargE (IEEE): Boosting Modality-specific Representations for Multi-Modal Person Re-identification.

Interact, Embed, and EnlargE (IEEE): Boosting Modality-specific Representations for Multi-Modal Person Re-identification We provide the codes for repr

12 Dec 12, 2022

Joint Versus Independent Multiview Hashing for Cross-View Retrieval[J] (IEEE TCYB 2021, PyTorch Code)

Thanks to the low storage cost and high query speed, cross-view hashing (CVH) has been successfully used for similarity search in multimedia retrieval. However, most existing CVH methods use all views to learn a common Hamming space, thus making it difficult to handle the data with increasing views or a large number of views.

4 Nov 19, 2022

Deep Semisupervised Multiview Learning With Increasing Views (IEEE TCYB 2021, PyTorch Code)

Deep Semisupervised Multiview Learning With Increasing Views (ISVN, IEEE TCYB) Peng Hu, Xi Peng, Hongyuan Zhu, Liangli Zhen, Jie Lin, Huaibai Yan, Dez

3 Nov 19, 2022

UnpNet - Rethinking 3-D LiDAR Point Cloud Segmentation(IEEE TNNLS)

UnpNet Citation Please cite the following paper if you use this repository in your reseach. @article {PMID:34914599, Title = {Rethinking 3-D LiDAR Po

4 Jul 15, 2022

Comments

training problem

Hi,thanks for ur work. I got a issue when I tried to apply ur method to my model: RuntimeError: Function CudnnConvolutionBackward returned an invalid gradient at index 1 - got [96, 32, 3, 3] but expected shape compatible with [192, 32, 3, 3] I already change the optimization to IsO, can u help to figure it out please?

opened by wwang0107 0

codes for IKM (arXiv2021, Submitted to IEEE Trans)

Related tags

Overview

Image-specific Convolutional Kernel Modulation for Single Image Super-resolution

Overflow

Dependenices

Data preparing

Train

Test

Results

Quantitative Results (PSNR/SSIM)

Qualitative Results

Citation

You might also like...

The official implementation of the IEEE S&P`22 paper "SoK: How Robust is Deep Neural Network Image Classification Watermarking".

Deep Learning for 3D Point Clouds: A Survey (IEEE TPAMI, 2020)

Official implementation of NLOS-OT: Passive Non-Line-of-Sight Imaging Using Optimal Transport (IEEE TIP, accepted)

🔥RandLA-Net in Tensorflow (CVPR 2020, Oral & IEEE TPAMI 2021)

Official Keras Implementation for UNet++ in IEEE Transactions on Medical Imaging and DLMIA 2018

Code of paper Interact, Embed, and EnlargE (IEEE): Boosting Modality-specific Representations for Multi-Modal Person Re-identification.

Joint Versus Independent Multiview Hashing for Cross-View Retrieval[J] (IEEE TCYB 2021, PyTorch Code)

Deep Semisupervised Multiview Learning With Increasing Views (IEEE TCYB 2021, PyTorch Code)

UnpNet - Rethinking 3-D LiDAR Point Cloud Segmentation(IEEE TNNLS)

Comments

training problem

Owner

Yuanfei Huang

The official repository for paper ''Domain Generalization for Vision-based Driving Trajectory Generation'' submitted to ICRA 2022

This is the implementation of "SELF SUPERVISED REPRESENTATION LEARNING WITH DEEP CLUSTERING FOR ACOUSTIC UNIT DISCOVERY FROM RAW SPEECH" submitted to ICASSP 2022

The code for our paper submitted to RAL/IROS 2022: OverlapTransformer: An Efficient and Rotation-Invariant Transformer Network for LiDAR-Based Place Recognition.

Learning from Synthetic Shadows for Shadow Detection and Removal [Inoue+, IEEE TCSVT 2020].

Offcial repository for the IEEE ICRA 2021 paper Auto-Tuned Sim-to-Real Transfer.

Y. Zhang, Q. Yao, W. Dai, L. Chen. AutoSF: Searching Scoring Functions for Knowledge Graph Embedding. IEEE International Conference on Data Engineering (ICDE). 2020

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition

(IEEE TIP 2021) Regularized Densely-connected Pyramid Network for Salient Instance Segmentation

[CVPR 21] Vectorization and Rasterization: Self-Supervised Learning for Sketch and Handwriting, IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2021.

Danfeng Hong, Lianru Gao, Jing Yao, Bing Zhang, Antonio Plaza, Jocelyn Chanussot. Graph Convolutional Networks for Hyperspectral Image Classification, IEEE TGRS, 2021.