Title
Towards All-in-one Pre-training via Maximizing Multi-modal Mutual InformationComputer Vision and Pattern Recognition (CVPR), 2022 Weijie Su Xizhou Zhu Chenxin Tao Lewei Lu Bin Li Gao Huang Yu Qiao Xiaogang Wang Jie Zhou Jifeng Dai 205 54 0 17 Nov 2022
EVA: Exploring the Limits of Masked Visual Representation Learning at ScaleComputer Vision and Pattern Recognition (CVPR), 2022 Yuxin Fang Wen Wang Binhui Xie Quan-Sen Sun Ledell Yu Wu Xinggang Wang Tiejun Huang Xinlong Wang Yue Cao VLM CLIP 539 888 0 14 Nov 2022
InternImage: Exploring Large-Scale Vision Foundation Models with Deformable ConvolutionsComputer Vision and Pattern Recognition (CVPR), 2022 Wenhai Wang Jifeng Dai Zhe Chen Zhenhang Huang Zhiqi Li ... Tong Lu Lewei Lu Jiaming Song Xiaogang Wang Yu Qiao VLM 491 939 0 10 Nov 2022
OneFormer: One Transformer to Rule Universal Image SegmentationComputer Vision and Pattern Recognition (CVPR), 2022 Jitesh Jain Jiacheng Li M. Chiu Ali Hassani Nikita Orlov Humphrey Shi ViT 268 466 0 10 Nov 2022
Demystify Transformers & Convolutions in Modern Image Deep NetworksIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Jifeng Dai Min Shi Weiyun Wang Sitong Wu Linjie Xing ... Lewei Lu Jie Zhou Xiaogang Wang Botian Shi Xiao-hua Hu ViT 237 11 0 10 Nov 2022
Efficient Image Generation with Variadic Attention Heads Steven Walton Ali Hassani Xingqian Xu Zinan Lin Humphrey Shi ViT 248 23 0 10 Nov 2022
Group DETR v2: Strong Object Detector with Encoder-Decoder Pretraining Qiang Chen Jian Wang Chuchu Han Shangang Zhang Zexian Li ... Haocheng Feng Kun Yao Junyu Han Errui Ding Jingdong Wang ViT VLM 179 49 0 07 Nov 2022
Late Fusion with Triplet Margin Objective for Multimodal Ideology Prediction and AnalysisConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Changyuan Qiu Winston Wu Xinliang Frederick Zhang Lu Wang 120 1 0 04 Nov 2022
Could Giant Pretrained Image Models Extract Universal Representations?Neural Information Processing Systems (NeurIPS), 2022 Yutong Lin Ze Liu Zheng Zhang Han Hu Nanning Zheng Stephen Lin Yue Cao VLM 162 9 0 03 Nov 2022
Learning a Condensed Frame for Memory-Efficient Video Class-Incremental LearningNeural Information Processing Systems (NeurIPS), 2022 Yixuan Pei Zhiwu Qing Jun Cen Xiang Wang Shiwei Zhang Yaxiong Wang Mingqian Tang Nong Sang Xueming Qian 125 20 0 02 Nov 2022
State-of-the-art Models for Object Detection in Various Fields of Application S. A. G. Naqvi Syed Shahnawaz Ali ObjD OOD 220 0 0 01 Nov 2022
Point-Syn2Real: Semi-Supervised Synthetic-to-Real Cross-Domain Learning for Object Classification in 3D Point CloudsIEEE International Conference on Multimedia and Expo (ICME), 2022 Ziwei Wang Reza Arablouei Jiajun Liu Paulo Borges G. Bishop-Hurley Nic Heaney 3DPC 100 3 0 31 Oct 2022
The Curious Case of Benign MemorizationInternational Conference on Learning Representations (ICLR), 2022 Sotiris Anagnostidis Gregor Bachmann Lorenzo Noci Thomas Hofmann AAML 307 12 0 25 Oct 2022
BARS: A Benchmark for Airport Runway Segmentation Wenhui Chen Zhijiang Zhang Liang Yu Yichun Tai 320 14 0 24 Oct 2022
S2WAT: Image Style Transfer via Hierarchical Vision Transformer using Strips Window AttentionAAAI Conference on Artificial Intelligence (AAAI), 2022 Chi Zhang Lu Zhou Lei Wang Zaiyan Dai Jun Yang ViT 406 46 0 22 Oct 2022
Accumulated Trivial Attention Matters in Vision Transformers on Small DatasetsIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Xiangyu Chen Qinghao Hu Kaidong Li Cuncong Zhong Guanghui Wang ViT 231 20 0 22 Oct 2022
A Unified View of Masked Image Modeling Zhiliang Peng Li Dong Hangbo Bao QiXiang Ye Furu Wei VLM 226 42 0 19 Oct 2022
A Tri-Layer Plugin to Improve Occluded DetectionBritish Machine Vision Conference (BMVC), 2022 Guanqi Zhan Weidi Xie Andrew Zisserman 169 26 0 18 Oct 2022
Swinv2-Imagen: Hierarchical Vision Transformer Diffusion Models for Text-to-Image Generation Rui Li Weihua Li Yi Yang Hanyu Wei Jianhua Jiang Quan-wei Bai DiffM 320 17 0 18 Oct 2022
Token Merging: Your ViT But FasterInternational Conference on Learning Representations (ICLR), 2022 Daniel Bolya Cheng-Yang Fu Xiaoliang Dai Peizhao Zhang Christoph Feichtenhofer Judy Hoffman MoMe 376 701 0 17 Oct 2022
2nd Place Solution to Google Universal Image Embedding Xiaolong Huang Qiankun Li SSL 220 2 0 17 Oct 2022
Probabilistic Integration of Object Level Annotations in Chest X-ray ClassificationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Tom van Sonsbeek Xiantong Zhen Dwarikanath Mahapatra M. Worring 200 16 0 13 Oct 2022
Compute-Efficient Deep Learning: Algorithmic Trends and OpportunitiesJournal of machine learning research (JMLR), 2022 Brian Bartoldson B. Kailkhura Davis W. Blalock 268 63 0 13 Oct 2022
S4ND: Modeling Images and Videos as Multidimensional Signals Using State Spaces Eric N. D. Nguyen Karan Goel Albert Gu Gordon W. Downs Preey Shah Tri Dao S. Baccus Christopher Ré VLM 201 50 0 12 Oct 2022
How Much Data Are Augmentations Worth? An Investigation into Scaling Laws, Invariance, and Implicit RegularizationInternational Conference on Learning Representations (ICLR), 2022 Jonas Geiping Micah Goldblum Gowthami Somepalli Ravid Shwartz-Ziv Tom Goldstein A. Wilson 268 50 0 12 Oct 2022
Match Cutting: Finding Cuts with Smooth Visual TransitionsIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Boris Chen Amir Ziai Rebecca Tucker Yuchen Xie VGen 248 17 0 11 Oct 2022
Curved Representation Space of Vision TransformersAAAI Conference on Artificial Intelligence (AAAI), 2022 Juyeop Kim Junha Park Songkuk Kim Jongseok Lee ViT 245 9 0 11 Oct 2022
Rethinking the Detection Head Configuration for Traffic Object Detection Yi Shi Jiang Wu Shixuan Zhao Gangyao Gao T. Deng Hongmei Yan ObjD 138 6 0 08 Oct 2022
Humans need not label more humans: Occlusion Copy & Paste for Occluded Human Instance SegmentationBritish Machine Vision Conference (BMVC), 2022 Evan Ling De-Kai Huang Minhoe Hur 171 6 0 07 Oct 2022
MOAT: Alternating Mobile Convolution and Attention Brings Strong Vision ModelsInternational Conference on Learning Representations (ICLR), 2022 Chenglin Yang Siyuan Qiao Qihang Yu Xiaoding Yuan Yukun Zhu Alan Yuille Hartwig Adam Liang-Chieh Chen ViT MoE 289 76 0 04 Oct 2022
Dual-former: Hybrid Self-attention Transformer for Efficient Image Restoration Sixiang Chen Tian-Chun Ye Yun-Peng Liu Erkang Chen ViT 111 17 0 03 Oct 2022
Expediting Large-Scale Vision Transformer for Dense Prediction without Fine-tuningIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Weicong Liang Yuhui Yuan Henghui Ding Xiao Luo Weihong Lin Ding Jia Zheng Zhang Chao Zhang Hanhua Hu 229 38 0 03 Oct 2022
Dilated Neighborhood Attention Transformer Ali Hassani Humphrey Shi ViT MedIm 241 95 0 29 Sep 2022
Transfer Learning with Pretrained Remote Sensing Transformers A. Fuller K. Millard J.R. Green 204 11 0 28 Sep 2022
Swin2SR: SwinV2 Transformer for Compressed Image Super-Resolution and Restoration Marcos V. Conde Ui-Jin Choi Maxime Burchi Radu Timofte ViT 226 188 0 22 Sep 2022
VINet: Visual and Inertial-based Terrain Classification and Adaptive Navigation over Unknown TerrainIEEE International Conference on Robotics and Automation (ICRA), 2022 Tianrui Guan Ruitao Song Zhixian Ye Liangjun Zhang 182 16 0 16 Sep 2022
Communication-Efficient and Privacy-Preserving Feature-based Federated Transfer LearningGlobal Communications Conference (GLOBECOM), 2022 Feng Wang M. C. Gursoy Senem Velipasalar 223 3 0 12 Sep 2022
LRT: An Efficient Low-Light Restoration Transformer for Dark Light Field ImagesIEEE Transactions on Image Processing (IEEE TIP), 2022 Shansi Zhang Nan Meng E. Lam ViT 198 29 0 06 Sep 2022
A Review of Sparse Expert Models in Deep Learning W. Fedus J. Dean Barret Zoph MoE 228 188 0 04 Sep 2022
AutoPET Challenge: Combining nn-Unet with Swin UNETR Augmented by Maximum Intensity Projection Classifier Lars Heiliger Zdravko Marinov Max Hasin André Ferreira Jana Fragemann ... D. Kersting Victor Alves Rainer Stiefelhagen Jan Egger Jens Kleesiek 91 11 0 02 Sep 2022
AIM 2022 Challenge on Super-Resolution of Compressed Image and Video: Dataset, Methods and Results Ren Yang Radu Timofte Xin Li Tao Gui Lin Zhang ... Yijian Zhang Mao Ye Dengyan Luo Xiaofeng Pan L. Peng SupR 215 34 0 23 Aug 2022
Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language Tasks Wenhui Wang Hangbo Bao Li Dong Johan Bjorck Zhiliang Peng ... Kriti Aggarwal O. Mohammed Saksham Singhal Subhojit Som Furu Wei MLLM VLM ViT 530 704 0 22 Aug 2022
Conv-Adapter: Exploring Parameter Efficient Transfer Learning for ConvNets Hao Chen R. Tao Han Zhang Yidong Wang Kaijie Zhu Weirong Ye Yongfeng Zhang Guosheng Hu Marios Savvides VPVLM 298 79 0 15 Aug 2022
BEiT v2: Masked Image Modeling with Vector-Quantized Visual Tokenizers Zhiliang Peng Li Dong Hangbo Bao QiXiang Ye Furu Wei 357 386 0 12 Aug 2022
Advancing Plain Vision Transformer Towards Remote Sensing Foundation ModelIEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2022 Di Wang Qiming Zhang Yufei Xu Jing Zhang Bo Du Dacheng Tao Guang Dai 253 316 0 08 Aug 2022
P2P: Tuning Pre-trained Image Models for Point Cloud Analysis with Point-to-Pixel PromptingNeural Information Processing Systems (NeurIPS), 2022 Ziyi Wang Xumin Yu Yongming Rao Jie Zhou Jiwen Lu VPVLM VLM 217 98 0 04 Aug 2022
Unified Normalization for Accelerating and Stabilizing TransformersACM Multimedia (ACM MM), 2022 Qiming Yang Kai Zhang Chaoxiang Lan Zhi Yang Zheyang Li Wenming Tan Jun Xiao Shiliang Pu 165 10 0 02 Aug 2022
giMLPs: Gate with Inhibition Mechanism in MLPs Cheng Kang Jindich Prokop Lei Tong Huiyu Zhou Yong Hu Daneil Novak 141 0 0 01 Aug 2022
HorNet: Efficient High-Order Spatial Interactions with Recursive Gated ConvolutionsNeural Information Processing Systems (NeurIPS), 2022 Yongming Rao Wenliang Zhao Yansong Tang Jie Zhou Ser-Nam Lim Jiwen Lu ViT 350 326 0 28 Jul 2022
Visual Recognition by RequestComputer Vision and Pattern Recognition (CVPR), 2022 Chufeng Tang Lingxi Xie Xiaopeng Zhang Xiaolin Hu Qi Tian VLM 212 16 0 28 Jul 2022