Title
EmbryosFormer: Deformable Transformer and Collaborative Encoding-Decoding for Embryos Stage Development Classification Tien-Phat Nguyen Trong-Thang Pham Tri Minh Nguyen H. Le Dung Nguyen Hau Lam Phong H. Nguyen Jennifer Fowler Minh-Triet Tran Ngan Le ViT 30 13 0 07 Oct 2022
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Modular Degradation Simulation and Restoration for Under-Display Camera Yang Zhou Yuda Song Xin Du 27 11 0 23 Sep 2022
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Rain Removal from Light Field Images with 4D Convolution and Multi-scale Gaussian Process Zhiqiang Yuan Jianhua Zhang Yilin Ji G. Pedersen W. Fan 23 17 0 16 Aug 2022
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High-Resolution Swin Transformer for Automatic Medical Image Segmentation Chen Wei Shenghan Ren Kaitai Guo Haihong Hu Jimin Liang ViT OOD MedIm 17 36 0 23 Jul 2022
Global-Local Stepwise Generative Network for Ultra High-Resolution Image Restoration Xin Feng Haobo Ji Wenjie Pei Fanglin Chen Guangming Lu 24 4 0 16 Jul 2022
Heuristic-free Optimization of Force-Controlled Robot Search Strategies in Stochastic Environments Bastian Alt Darko Katic Rainer Jäkel Michael Beetz 9 6 0 15 Jul 2022
Learning Parallax Transformer Network for Stereo Image JPEG Artifacts Removal Xuhao Jiang Weimin Tan Ri Cheng Shili Zhou Bo Yan ViT 11 6 0 15 Jul 2022
I-ViT: Integer-only Quantization for Efficient Vision Transformer Inference Zhikai Li Qingyi Gu MQ 46 94 0 04 Jul 2022
Faster Diffusion Cardiac MRI with Deep Learning-based breath hold reduction Michael Tanzer Pedro F. Ferreira Andrew D. Scott Z. Khalique Maria Dwornik D. Pennell Guang Yang Daniel Rueckert S. Nielles-Vallespin MedIm 15 3 0 21 Jun 2022
EATFormer: Improving Vision Transformer Inspired by Evolutionary Algorithm Jiangning Zhang Xiangtai Li Yabiao Wang Chengjie Wang Yibo Yang Yong Liu Dacheng Tao ViT 30 32 0 19 Jun 2022
Multimodal Learning with Transformers: A Survey P. Xu Xiatian Zhu David A. Clifton ViT 41 525 0 13 Jun 2022
Toward Real-world Single Image Deraining: A New Benchmark and Beyond Wei Li Qiming Zhang Jing Zhang Zhen Huang Xinmei Tian Dacheng Tao 34 21 0 11 Jun 2022
Degradation-Aware Unfolding Half-Shuffle Transformer for Spectral Compressive Imaging Yuanhao Cai Jing Lin Haoqian Wang Xin Yuan Henghui Ding Yulun Zhang Radu Timofte Luc Van Gool 70 116 0 20 May 2022
MSTRIQ: No Reference Image Quality Assessment Based on Swin Transformer with Multi-Stage Fusion Jing Wang Haotian Fa X. Hou Yitian Xu Tao Li X. Lu Lean Fu 25 21 0 20 May 2022
Dense residual Transformer for image denoising Chao Yao Shuo Jin Meiqin Liu Xiaojuan Ban ViT 28 29 0 14 May 2022
Activating More Pixels in Image Super-Resolution Transformer Xiangyu Chen Xintao Wang Jiantao Zhou Yu Qiao Chao Dong ViT 59 600 0 09 May 2022
Coarse-to-Fine Video Denoising with Dual-Stage Spatial-Channel Transformer Wu Yun Mengshi Qi Chuanming Wang Huiyuan Fu Huadong Ma ViT 11 6 0 30 Apr 2022
One Model to Synthesize Them All: Multi-contrast Multi-scale Transformer for Missing Data Imputation Jiang Liu Srivathsa Pasumarthi B. Duffy Enhao Gong Keshav Datta Greg Zaharchuk ViT MedIm 11 53 0 28 Apr 2022
Lightweight Bimodal Network for Single-Image Super-Resolution via Symmetric CNN and Recursive Transformer Guangwei Gao Z. Wang Juncheng Li Wenjie Li Yi Yu T. Zeng SupR 30 93 0 28 Apr 2022
A Multi-Head Convolutional Neural Network With Multi-path Attention improves Image Denoising Jiahong Zhang Meijun Qu Ye Wang Lihong Cao 11 5 0 27 Apr 2022
Neural Maximum A Posteriori Estimation on Unpaired Data for Motion Deblurring Youjian Zhang Chaoyue Wang Dacheng Tao 17 4 0 26 Apr 2022
MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction Yuanhao Cai Jing Lin Zudi Lin Haoqian Wang Yulun Zhang Hanspeter Pfister Radu Timofte Luc Van Gool 19 170 0 17 Apr 2022
Simple Baselines for Image Restoration Liangyu Chen Xiaojie Chu X. Zhang Jian-jun Sun 48 831 0 10 Apr 2022
Multi-Task Distributed Learning using Vision Transformer with Random Patch Permutation Sangjoon Park Jong Chul Ye FedML MedIm 30 19 0 07 Apr 2022
Improving Vision Transformers by Revisiting High-frequency Components Jiawang Bai Liuliang Yuan Shutao Xia Shuicheng Yan Zhifeng Li W. Liu ViT 8 90 0 03 Apr 2022
Rethinking Portrait Matting with Privacy Preserving Sihan Ma Jizhizi Li Jing Zhang He-jun Zhang Dacheng Tao 18 23 0 31 Mar 2022
Fine-tuning Image Transformers using Learnable Memory Mark Sandler A. Zhmoginov Max Vladymyrov Andrew Jackson ViT 13 47 0 29 Mar 2022
RSTT: Real-time Spatial Temporal Transformer for Space-Time Video Super-Resolution Z. Geng Luming Liang Tianyu Ding Ilya Zharkov 17 68 0 27 Mar 2022
Give Me Your Attention: Dot-Product Attention Considered Harmful for Adversarial Patch Robustness Giulio Lovisotto Nicole Finnie Mauricio Muñoz Chaithanya Kumar Mummadi J. H. Metzen AAML ViT 17 32 0 25 Mar 2022
Meta-attention for ViT-backed Continual Learning Mengqi Xue Haofei Zhang Jie Song Mingli Song CLL 20 41 0 22 Mar 2022
HIPA: Hierarchical Patch Transformer for Single Image Super Resolution Qing Cai Yiming Qian Jinxing Li Junjie Lv Yee-Hong Yang Feng Wu Dafan Zhang 17 28 0 19 Mar 2022
WegFormer: Transformers for Weakly Supervised Semantic Segmentation Chunmeng Liu Enze Xie Wenjia Wang Wenhai Wang Guangya Li Ping Luo ViT 22 6 0 16 Mar 2022
HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstruction Zalan Fabian Berk Tinaz Mahdi Soltanolkotabi 25 50 0 15 Mar 2022
Deep Transformers Thirst for Comprehensive-Frequency Data R. Xia Chao Xue Boyu Deng Fang Wang Jingchao Wang ViT 25 0 0 14 Mar 2022
Scaling Up Your Kernels to 31x31: Revisiting Large Kernel Design in CNNs Xiaohan Ding X. Zhang Yi Zhou Jungong Han Guiguang Ding Jian-jun Sun VLM 47 525 0 13 Mar 2022
The Principle of Diversity: Training Stronger Vision Transformers Calls for Reducing All Levels of Redundancy Tianlong Chen Zhenyu (Allen) Zhang Yu Cheng Ahmed Hassan Awadallah Zhangyang Wang ViT 27 37 0 12 Mar 2022