Swin Transformer: Hierarchical Vision Transformer using Shifted Windows

Ze Liu, Yutong Lin, Yue Cao, +5

2021 IEEE/CVF International Conference on Computer Vision (ICCV)

Swin TransformerConvolutional Neural NetworkMachine VisionImage AnalysisMachine Learning +12

Emerging Properties in Self-Supervised Vision Transformers

Mathilde Caron, Hugo Touvron, Ishan Misra, +4

2021 IEEE/CVF International Conference on Computer Vision (ICCV)

Self-supervised Vit FeaturesImage ClassificationConvolutional Neural NetworkImage AnalysisMachine Vision +13

Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions

Wenhai Wang, Enze Xie, Xiang Li, +6

2021 IEEE/CVF International Conference on Computer Vision (ICCV)

Convolutional Neural NetworkEngineeringMachine LearningPyramid Vision TransformerDense Prediction +14

Tokens-to-Token ViT: Training Vision Transformers from Scratch on ImageNet

Yunpeng Chen, Tao Wang, Weihao Yu, +5

2021 IEEE/CVF International Conference on Computer Vision (ICCV)

Multimodal LlmConvolutional Neural NetworkTransformer LayersMachine VisionMachine Learning +13

Point Transformer

Hengshuang Zhao, Li Jiang, Jiaya Jia, +2

2021 IEEE/CVF International Conference on Computer Vision (ICCV)

Machine VisionMachine LearningImage AnalysisData SciencePattern Recognition +11

CrossViT: Cross-Attention Multi-Scale Vision Transformer for Image Classification

Chun-Fu Richard Chen, Quanfu Fan, Rameswar Panda

2021 IEEE/CVF International Conference on Computer Vision (ICCV)

Convolutional Neural NetworkTransformer ModelsMachine VisionMachine LearningImage Analysis +13

An Empirical Study of Training Self-Supervised Vision Transformers

Xinlei Chen, Saining Xie, Kaiming He

2021 IEEE/CVF International Conference on Computer Vision (ICCV)

Convolutional Neural NetworkImage AnalysisMachine VisionMachine LearningEmpirical Study +12

The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization

Dan Hendrycks, Steven Basart, Norman Mu, +9

2021 IEEE/CVF International Conference on Computer Vision (ICCV)

Mathematical ProgrammingEngineeringMachine LearningArtificial Robustness BenchmarksStatistical Foundation +23

Channel-wise Topology Refinement Graph Convolution for Skeleton-Based Action Recognition

Yuxin Chen, Ziqi Zhang, Chunfeng Yuan, +3

2021 IEEE/CVF International Conference on Computer Vision (ICCV)

Geometric LearningConvolutional Neural NetworkEngineeringMachine LearningHuman Pose Estimation +21

DRÆM – A discriminatively trained reconstruction embedding for surface anomaly detection

Vitjan Zavrtanik, Matej Kristan, Danijel Skočaj

2021 IEEE/CVF International Conference on Computer Vision (ICCV)

Surface Anomaly DetectionMachine VisionImage AnalysisMachine LearningData Science +13