| Weak-Mamba-UNet: Visual Mamba Makes CNN and ViT Work Better for Scribble-based Medical Image Segmentation | Feb 16, 2024 | Cardiac SegmentationDecoder | CodeCode Available | 4 |
| Semi-Mamba-UNet: Pixel-Level Contrastive and Pixel-Level Cross-Supervised Visual Mamba-based UNet for Semi-Supervised Medical Image Segmentation | Feb 11, 2024 | Cardiac SegmentationContrastive Learning | CodeCode Available | 4 |
| Architecture-Agnostic Masked Image Modeling -- From ViT back to CNN | May 27, 2022 | Image ClassificationInstance Segmentation | CodeCode Available | 4 |
| SiamMask: A Framework for Fast Online Object Tracking and Segmentation | Jul 5, 2022 | Multiple Object TrackingObject | CodeCode Available | 4 |
| EmbodiedSAM: Online Segment Any 3D Thing in Real Time | Aug 21, 2024 | 3D Instance SegmentationGPU | CodeCode Available | 4 |
| EfficientSAM: Leveraged Masked Image Pretraining for Efficient Segment Anything | Dec 1, 2023 | Decoderimage-classification | CodeCode Available | 4 |
| Semantic-SAM: Segment and Recognize Anything at Any Granularity | Jul 10, 2023 | Image SegmentationSegmentation | CodeCode Available | 4 |
| Sonata: Self-Supervised Learning of Reliable Point Representations | Mar 20, 2025 | 3D Semantic SegmentationSelf-Supervised Learning | CodeCode Available | 4 |
| SegGPT: Segmenting Everything In Context | Apr 6, 2023 | Few-Shot Semantic SegmentationIn-Context Learning | CodeCode Available | 4 |
| Detectron2 Object Detection & Manipulating Images using Cartoonization | Aug 1, 2021 | Autonomous VehiclesData Visualization | CodeCode Available | 4 |
| PVUW 2024 Challenge on Complex Video Understanding: Methods and Results | Jun 24, 2024 | SegmentationSemantic Segmentation | CodeCode Available | 4 |
| LISA++: An Improved Baseline for Reasoning Segmentation with Large Language Model | Dec 28, 2023 | Instance SegmentationLanguage Modeling | CodeCode Available | 4 |
| Deep Residual Learning for Image Recognition | Dec 10, 2015 | Classification | CodeCode Available | 4 |
| SAM2Long: Enhancing SAM 2 for Long Video Segmentation with a Training-Free Memory Tree | Oct 21, 2024 | Heuristic SearchObject | CodeCode Available | 4 |
| RTMDet: An Empirical Study of Designing Real-Time Object Detectors | Dec 14, 2022 | GPUInstance Segmentation | CodeCode Available | 4 |
| Efficient Deformable ConvNets: Rethinking Dynamic and Sparse Operator for Vision Applications | Jan 11, 2024 | image-classificationImage Classification | CodeCode Available | 4 |
| Scalable 3D Panoptic Segmentation As Superpoint Graph Clustering | Jan 12, 2024 | 3D Panoptic Segmentation3D Semantic Segmentation | CodeCode Available | 4 |
| Segment Anything in Medical Images | Apr 24, 2023 | DiagnosticImage Segmentation | CodeCode Available | 4 |
| SSL4EO-L: Datasets and Foundation Models for Landsat Imagery | Jun 15, 2023 | Cloud DetectionEarth Observation | CodeCode Available | 4 |
| SegMamba: Long-range Sequential Modeling Mamba For 3D Medical Image Segmentation | Jan 24, 2024 | Image SegmentationMamba | CodeCode Available | 4 |
| CM-UNet: Hybrid CNN-Mamba UNet for Remote Sensing Image Semantic Segmentation | May 17, 2024 | DecoderMamba | CodeCode Available | 3 |
| Putting the Object Back into Video Object Segmentation | Oct 19, 2023 | ObjectSegmentation | CodeCode Available | 3 |
| Point Transformer V3: Simpler, Faster, Stronger | Dec 15, 2023 | 3D Semantic SegmentationLIDAR Semantic Segmentation | CodeCode Available | 3 |
| Point-SAM: Promptable 3D Segmentation Model for Point Clouds | Jun 25, 2024 | Image SegmentationSegmentation | CodeCode Available | 3 |
| PSALM: Pixelwise SegmentAtion with Large Multi-Modal Model | Mar 21, 2024 | DecoderGeneralized Referring Expression Segmentation | CodeCode Available | 3 |
| Personalize Segment Anything Model with One Shot | May 4, 2023 | Image Generationmodel | CodeCode Available | 3 |
| PlainMamba: Improving Non-Hierarchical Mamba in Visual Recognition | Mar 26, 2024 | Image ClassificationInstance Segmentation | CodeCode Available | 3 |
| PanoHead: Geometry-Aware 3D Full-Head Synthesis in 360deg | Jan 1, 2023 | Image GenerationImage Segmentation | CodeCode Available | 3 |
| PanoHead: Geometry-Aware 3D Full-Head Synthesis in 360^ | Mar 23, 2023 | Image GenerationImage Segmentation | CodeCode Available | 3 |
| PointNeXt: Revisiting PointNet++ with Improved Training and Scaling Strategies | Jun 9, 2022 | 3D Classification3D Part Segmentation | CodeCode Available | 3 |
| Quantifying the robustness of deep multispectral segmentation models against natural perturbations and data poisoning | May 18, 2023 | Adversarial RobustnessData Poisoning | CodeCode Available | 3 |
| OneFormer: One Transformer to Rule Universal Image Segmentation | Nov 10, 2022 | Instance SegmentationPanoptic Segmentation | CodeCode Available | 3 |
| ONE-PEACE: Exploring One General Representation Model Toward Unlimited Modalities | May 18, 2023 | 1 Image, 2*2 StitchiAction Classification | CodeCode Available | 3 |
| Breaking reCAPTCHAv2 | Sep 13, 2024 | Image SegmentationSemantic Segmentation | CodeCode Available | 3 |
| Nuclei instance segmentation and classification in histopathology images with StarDist | Mar 3, 2022 | ClassificationInstance Segmentation | CodeCode Available | 3 |
| Open-YOLO 3D: Towards Fast and Accurate Open-Vocabulary 3D Instance Segmentation | Jun 4, 2024 | 2D Object Detection3D Instance Segmentation | CodeCode Available | 3 |
| Multi-Modal Data-Efficient 3D Scene Understanding for Autonomous Driving | May 8, 2024 | Autonomous DrivingLIDAR Semantic Segmentation | CodeCode Available | 3 |
| MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining | Mar 20, 2024 | Aerial Scene ClassificationBuilding change detection for remote sensing images | CodeCode Available | 3 |
| No time to train! Training-Free Reference-Based Instance Segmentation | Jul 3, 2025 | Cross-Domain Few-Shot Object DetectionFew-Shot Object Detection | CodeCode Available | 3 |
| MedSegDiff: Medical Image Segmentation with Diffusion Probabilistic Model | Nov 1, 2022 | Anomaly DetectionBrain Tumor Segmentation | CodeCode Available | 3 |
| Medical SAM Adapter: Adapting Segment Anything Model for Medical Image Segmentation | Apr 25, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 3 |
| MedSegDiff-V2: Diffusion based Medical Image Segmentation with Transformer | Jan 19, 2023 | Image GenerationImage Segmentation | CodeCode Available | 3 |
| Merlin: A Vision Language Foundation Model for 3D Computed Tomography | Jun 10, 2024 | 3D Semantic SegmentationComputed Tomography (CT) | CodeCode Available | 3 |
| RAP-SAM: Towards Real-Time All-Purpose Segment Anything | Jan 18, 2024 | AllDecoder | CodeCode Available | 3 |
| LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image Segmentation | Mar 8, 2024 | Image SegmentationMamba | CodeCode Available | 3 |
| Interactive Medical Image Segmentation: A Benchmark Dataset and Baseline | Nov 19, 2024 | Image SegmentationInteractive Segmentation | CodeCode Available | 3 |
| LangSplat: 3D Language Gaussian Splatting | Dec 26, 2023 | NeRFObject Localization | CodeCode Available | 3 |
| 5%>100%: Breaking Performance Shackles of Full Fine-Tuning on Visual Recognition Tasks | Aug 15, 2024 | image-classificationImage Classification | CodeCode Available | 3 |
| Moving Object Segmentation: All You Need Is SAM (and Flow) | Apr 18, 2024 | AllMotion Segmentation | CodeCode Available | 3 |
| InstanSeg: an embedding-based instance segmentation algorithm optimized for accurate, efficient and portable cell segmentation | Aug 28, 2024 | Cell SegmentationGPU | CodeCode Available | 3 |
