| RepVGG: Making VGG-style ConvNets Great Again | Jan 11, 2021 | GPUImage Classification | CodeCode Available | 2 |
| Distribution-Free, Risk-Controlling Prediction Sets | Jan 7, 2021 | BIG-bench Machine LearningClassification | CodeCode Available | 2 |
| Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers | Dec 31, 2020 | DecoderMedical Image Segmentation | CodeCode Available | 2 |
| YolactEdge: Real-time Instance Segmentation on the Edge | Dec 22, 2020 | Instance SegmentationReal-time Instance Segmentation | CodeCode Available | 2 |
| Hypersim: A Photorealistic Synthetic Dataset for Holistic Indoor Scene Understanding | Nov 4, 2020 | Multi-Task LearningScene Understanding | CodeCode Available | 2 |
| An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale | Oct 22, 2020 | image-classificationSemantic Segmentation | CodeCode Available | 2 |
| Lift, Splat, Shoot: Encoding Images From Arbitrary Camera Rigs by Implicitly Unprojecting to 3D | Aug 13, 2020 | Autonomous VehiclesBird's-Eye View Semantic Segmentation | CodeCode Available | 2 |
| DetectoRS: Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution | Jun 3, 2020 | Instance SegmentationObject | CodeCode Available | 2 |
| Segmentation Loss Odyssey | May 27, 2020 | Image SegmentationMedical Image Segmentation | CodeCode Available | 2 |
| Hierarchical Multi-Scale Attention for Semantic Segmentation | May 21, 2020 | Panoptic SegmentationSemantic Segmentation | CodeCode Available | 2 |
| Label Efficient Visual Abstractions for Autonomous Driving | May 20, 2020 | Autonomous DrivingSegmentation | CodeCode Available | 2 |
| BiSeNet V2: Bilateral Network with Guided Aggregation for Real-time Semantic Segmentation | Apr 5, 2020 | Real-Time Semantic SegmentationSegmentation | CodeCode Available | 2 |
| Binary Neural Networks: A Survey | Mar 31, 2020 | Binarizationimage-classification | CodeCode Available | 2 |
| SOLOv2: Dynamic and Fast Instance Segmentation | Mar 23, 2020 | Instance Segmentationobject-detection | CodeCode Available | 2 |
| Atlas: End-to-End 3D Scene Reconstruction from Posed Images | Mar 23, 2020 | 3D Reconstruction3D Scene Reconstruction | CodeCode Available | 2 |
| Semantically-Guided Representation Learning for Self-Supervised Monocular Depth | Feb 27, 2020 | Depth EstimationDepth Prediction | CodeCode Available | 2 |
| Deep Snake for Real-Time Instance Segmentation | Jan 6, 2020 | GPUInstance Segmentation | CodeCode Available | 2 |
| RandLA-Net: Efficient Semantic Segmentation of Large-Scale Point Clouds | Nov 25, 2019 | 3D Semantic SegmentationLIDAR Semantic Segmentation | CodeCode Available | 2 |
| SINet: Extreme Lightweight Portrait Segmentation Networks with Spatial Squeeze Modules and Information Blocking Decoder | Nov 20, 2019 | BlockingDecoder | CodeCode Available | 2 |
| BlenderProc | Oct 25, 2019 | 3D Object RecognitionDepth Image Estimation | CodeCode Available | 2 |
| DeepGCNs: Making GCNs Go as Deep as CNNs | Oct 15, 2019 | 3D Point Cloud Classification3D Semantic Segmentation | CodeCode Available | 2 |
| ECA-Net: Efficient Channel Attention for Deep Convolutional Neural Networks | Oct 8, 2019 | Dimensionality Reductionimage-classification | CodeCode Available | 2 |
| Segmentation Transformer: Object-Contextual Representations for Semantic Segmentation | Sep 24, 2019 | DecoderObject | CodeCode Available | 2 |
| Asymmetric Non-local Neural Networks for Semantic Segmentation | Aug 21, 2019 | GPUSegmentation | CodeCode Available | 2 |
| Interlaced Sparse Self-Attention for Semantic Segmentation | Jul 29, 2019 | SegmentationSemantic Segmentation | CodeCode Available | 2 |
| The Replica Dataset: A Digital Replica of Indoor Spaces | Jun 13, 2019 | 3D Scene ReconstructionInstruction Following | CodeCode Available | 2 |
| Global Context for Convolutional Pose Machines | Jun 10, 2019 | Pose EstimationSemantic Segmentation | CodeCode Available | 2 |
| Co-Occurrent Features in Semantic Segmentation | Jun 1, 2019 | SegmentationSemantic Segmentation | CodeCode Available | 2 |
| Video Instance Segmentation | May 12, 2019 | Instance SegmentationSegmentation | CodeCode Available | 2 |
| 4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks | Apr 18, 2019 | 3D Semantic Segmentation4D Spatio Temporal Semantic Segmentation | CodeCode Available | 2 |
| A large annotated medical image dataset for the development and evaluation of segmentation algorithms | Feb 25, 2019 | BenchmarkingSegmentation | CodeCode Available | 2 |
| Tencent ML-Images: A Large-Scale Multi-Label Image Database for Visual Representation Learning | Jan 7, 2019 | image-classificationImage Classification | CodeCode Available | 2 |
| Improving Semantic Segmentation via Video Propagation and Label Relaxation | Dec 4, 2018 | SegmentationSemantic Segmentation | CodeCode Available | 2 |
| Multi-Task Learning as Multi-Objective Optimization | Oct 10, 2018 | Depth EstimationGeneral Classification | CodeCode Available | 2 |
| OCNet: Object Context Network for Scene Parsing | Sep 4, 2018 | ObjectRelation | CodeCode Available | 2 |
| Context Encoding for Semantic Segmentation | Mar 23, 2018 | image-classificationImage Classification | CodeCode Available | 2 |
| ChainerCV: a Library for Deep Learning in Computer Vision | Aug 28, 2017 | Deep Learningobject-detection | CodeCode Available | 2 |
| Revisiting Unreasonable Effectiveness of Data in Deep Learning Era | Jul 10, 2017 | Deep Learningimage-classification | CodeCode Available | 2 |
| The Lovász-Softmax loss: A tractable surrogate for the optimization of the intersection-over-union measure in neural networks | May 24, 2017 | Image SegmentationSegmentation | CodeCode Available | 2 |
| Feature Pyramid Networks for Object Detection | Dec 9, 2016 | GPUObject | CodeCode Available | 2 |
| Fully Convolutional Instance-aware Semantic Segmentation | Nov 23, 2016 | General ClassificationInstance Segmentation | CodeCode Available | 2 |
| U-RWKV: Lightweight medical image segmentation with direction-adaptive RWKV | Jul 15, 2025 | Computational EfficiencyImage Segmentation | CodeCode Available | 1 |
| Rethinking Query-based Transformer for Continual Image Segmentation | Jul 10, 2025 | Continual LearningImage Segmentation | CodeCode Available | 1 |
| RSRefSeg 2: Decoupling Referring Remote Sensing Image Segmentation with Foundation Models | Jul 8, 2025 | cross-modal alignmentImage Segmentation | CodeCode Available | 1 |
| Beyond One Shot, Beyond One Perspective: Cross-View and Long-Horizon Distillation for Better LiDAR Representations | Jul 7, 2025 | 3D Object DetectionAutonomous Driving | CodeCode Available | 1 |
| SAMed-2: Selective Memory Enhanced Medical Segment Anything Model | Jul 4, 2025 | Continual LearningImage Segmentation | CodeCode Available | 1 |
| DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy | Jul 2, 2025 | Data AugmentationGeneralized Referring Expression Segmentation | CodeCode Available | 1 |
| Decoupled Seg Tokens Make Stronger Reasoning Video Segmenter and Grounder | Jun 28, 2025 | Image SegmentationLarge Language Model | CodeCode Available | 1 |
| ReME: A Data-Centric Framework for Training-Free Open-Vocabulary Segmentation | Jun 26, 2025 | Open Vocabulary Semantic SegmentationOpen-Vocabulary Semantic Segmentation | CodeCode Available | 1 |
| Open-Vocabulary Camouflaged Object Segmentation with Cascaded Vision Language Models | Jun 24, 2025 | Camouflaged Object SegmentationSegmentation | CodeCode Available | 1 |