MetaFormer: A Unified Meta Framework for Fine-Grained Recognition Mar 5, 2022 Attribute Fine-Grained Image Classification
Code Code Available 2A Self-Supervised Descriptor for Image Copy Detection Feb 21, 2022 Contrastive Learning Copy Detection
Code Code Available 2ViTAEv2: Vision Transformer Advanced by Exploring Inductive Bias for Image Recognition and Beyond Feb 21, 2022 Image Classification Inductive Bias
Code Code Available 2VOS: Learning What You Don't Know by Virtual Outlier Synthesis Feb 2, 2022 image-classification Image Classification
Code Code Available 2When Shift Operation Meets Vision Transformer: An Extremely Simple Alternative to Attention Mechanism Jan 26, 2022 Image Classification Object Detection
Code Code Available 2UniFormer: Unifying Convolution and Self-attention for Visual Recognition Jan 24, 2022 Image Classification object-detection
Code Code Available 2ERS: a novel comprehensive endoscopy image dataset for machine learning, compliant with the MST 3.0 specification Jan 21, 2022 BIG-bench Machine Learning image-classification
Code Code Available 2Omnivore: A Single Model for Many Visual Modalities Jan 20, 2022 Action Classification Action Recognition
Code Code Available 2Multi-Representation Adaptation Network for Cross-domain Image Classification Jan 4, 2022 Classification Domain Adaptation
Code Code Available 2Aligning Domain-specific Distribution and Classifier for Cross-domain Classification from Multiple Sources Jan 4, 2022 Domain Adaptation domain classification
Code Code Available 2Vision Transformer with Deformable Attention Jan 3, 2022 image-classification Image Classification
Code Code Available 2A Simple Episodic Linear Probe Improves Visual Recognition in the Wild Jan 1, 2022 Fine-Grained Image Classification Image Classification
Code Code Available 2C2AM: Contrastive Learning of Class-Agnostic Activation Map for Weakly Supervised Object Localization and Semantic Segmentation Jan 1, 2022 Contrastive Learning image-classification
Code Code Available 2MetaFormer Is Actually What You Need for Vision Nov 22, 2021 Image Classification Object Detection
Code Code Available 2Attention Mechanisms in Computer Vision: A Survey Nov 15, 2021 image-classification Image Classification
Code Code Available 2TorchXRayVision: A library of chest X-ray datasets and models Oct 31, 2021 Image Classification Medical Image Retrieval
Code Code Available 2MedMNIST v2 -- A large-scale lightweight benchmark for 2D and 3D biomedical image classification Oct 27, 2021 AutoML image-classification
Code Code Available 2Momentum Centering and Asynchronous Update for Adaptive Gradient Methods Oct 11, 2021 image-classification Image Classification
Code Code Available 2MobileViT: Light-weight, General-purpose, and Mobile-friendly Vision Transformer Oct 5, 2021 Image Classification object-detection
Code Code Available 2UNetFormer: A UNet-like Transformer for Efficient Semantic Segmentation of Remote Sensing Urban Scene Imagery Sep 18, 2021 Change Detection Decoder
Code Code Available 2LibFewShot: A Comprehensive Library for Few-shot Learning Sep 10, 2021 Data Augmentation Few-Shot Image Classification
Code Code Available 2CrypTen: Secure Multi-Party Computation Meets Machine Learning Sep 2, 2021 BIG-bench Machine Learning GPU
Code Code Available 2AutoFormer: Searching Transformers for Visual Recognition Jul 1, 2021 AutoML Fine-Grained Image Classification
Code Code Available 2BEiT: BERT Pre-Training of Image Transformers Jun 15, 2021 Document Image Classification Document Layout Analysis
Code Code Available 2Knowledge distillation: A good teacher is patient and consistent Jun 9, 2021 Image Classification Knowledge Distillation
Code Code Available 2Beyond Self-attention: External Attention using Two Linear Layers for Visual Tasks May 5, 2021 image-classification Image Classification
Code Code Available 2Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Mar 25, 2021 image-classification Image Classification
Code Code Available 2Involution: Inverting the Inherence of Convolution for Visual Recognition Mar 10, 2021 Image Classification
Code Code Available 2Learning Transferable Visual Models From Natural Language Supervision Feb 26, 2021 Action Recognition Benchmarking
Code Code Available 2ASAM: Adaptive Sharpness-Aware Minimization for Scale-Invariant Learning of Deep Neural Networks Feb 23, 2021 Image Classification
Code Code Available 2LambdaNetworks: Modeling Long-Range Interactions Without Attention Feb 17, 2021 image-classification Image Classification
Code Code Available 2Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Feb 11, 2021 Cross-Modal Retrieval Fine-Grained Image Classification
Code Code Available 2Tokens-to-Token ViT: Training Vision Transformers from Scratch on ImageNet Jan 28, 2021 image-classification Image Classification
Code Code Available 2Bottleneck Transformers for Visual Recognition Jan 27, 2021 image-classification Image Classification
Code Code Available 2Simplifying Object Segmentation with PixelLib Library Jan 20, 2021 Image Classification Instance Segmentation
Code Code Available 2RepVGG: Making VGG-style ConvNets Great Again Jan 11, 2021 GPU Image Classification
Code Code Available 2AdaBelief Optimizer: Adapting Stepsizes by the Belief in Observed Gradients Oct 15, 2020 image-classification Image Classification
Code Code Available 2Sharpness-Aware Minimization for Efficiently Improving Generalization Oct 3, 2020 Fine-Grained Image Classification Image Classification
Code Code Available 2Generative Pretraining from Pixels Jul 17, 2020 Image Classification Representation Learning
Code Code Available 2Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Jun 17, 2020 Contrastive Learning Data Augmentation
Code Code Available 2An Overview of Deep Semi-Supervised Learning Jun 9, 2020 Deep Learning image-classification
Code Code Available 2SCAN: Learning to Classify Images without Labels May 25, 2020 Classification Clustering
Code Code Available 2Supervised Contrastive Learning Apr 23, 2020 Class Incremental Learning Contrastive Learning
Code Code Available 2ktrain: A Low-Code Library for Augmented Machine Learning Apr 19, 2020 BIG-bench Machine Learning Classification
Code Code Available 2X3D: Expanding Architectures for Efficient Video Recognition Apr 9, 2020 Action Classification feature selection
Code Code Available 2Binary Neural Networks: A Survey Mar 31, 2020 Binarization image-classification
Code Code Available 2Fixing the train-test resolution discrepancy: FixEfficientNet Mar 18, 2020 Data Augmentation Image Classification
Code Code Available 2Axial-DeepLab: Stand-Alone Axial-Attention for Panoptic Segmentation Mar 17, 2020 image-classification Image Classification
Code Code Available 2A Simple Framework for Contrastive Learning of Visual Representations Feb 13, 2020 Contrastive Learning Image Classification
Code Code Available 2FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence Jan 21, 2020 Image Classification Pseudo Label
Code Code Available 2