| SAM Fails to Segment Anything? -- SAM-Adapter: Adapting SAM in Underperformed Scenes: Camouflage, Shadow, Medical Image Segmentation, and More | Apr 18, 2023 | General KnowledgeImage Segmentation | CodeCode Available | 3 | 5 |
| SAM2-UNet: Segment Anything 2 Makes Strong Encoder for Natural and Medical Image Segmentation | Aug 16, 2024 | Image SegmentationMarine Animal Segmentation | CodeCode Available | 3 | 5 |
| SAM-Med2D | Aug 30, 2023 | DecoderImage Segmentation | CodeCode Available | 3 | 5 |
| Rethinking the Evaluation of Visible and Infrared Image Fusion | Oct 9, 2024 | object-detectionObject Detection | CodeCode Available | 3 | 5 |
| Rethinking Evaluation Metrics of Open-Vocabulary Segmentaion | Nov 6, 2023 | Segmentation | CodeCode Available | 3 | 5 |
| RobustSAM: Segment Anything Robustly on Degraded Images | Jun 13, 2024 | DeblurringImage Dehazing | CodeCode Available | 3 | 5 |
| SAM2Point: Segment Any 3D as Videos in Zero-shot and Promptable Manners | Aug 29, 2024 | Segmentation | CodeCode Available | 3 | 5 |
| Putting the Object Back into Video Object Segmentation | Oct 19, 2023 | ObjectSegmentation | CodeCode Available | 3 | 5 |
| CM-UNet: Hybrid CNN-Mamba UNet for Remote Sensing Image Semantic Segmentation | May 17, 2024 | DecoderMamba | CodeCode Available | 3 | 5 |
| ConceptAttention: Diffusion Transformers Learn Highly Interpretable Features | Feb 6, 2025 | Image SegmentationSegmentation | CodeCode Available | 3 | 5 |
| SAM3D: Segment Anything in 3D Scenes | Jun 6, 2023 | Segmentation | CodeCode Available | 3 | 5 |
| SA-Med2D-20M Dataset: Segment Anything in 2D Medical Imaging with 20 Million masks | Nov 20, 2023 | DiversityImage Segmentation | CodeCode Available | 3 | 5 |
| Point-SAM: Promptable 3D Segmentation Model for Point Clouds | Jun 25, 2024 | Image SegmentationSegmentation | CodeCode Available | 3 | 5 |
| pix2gestalt: Amodal Segmentation by Synthesizing Wholes | Jan 25, 2024 | 3D ReconstructionObject Recognition | CodeCode Available | 3 | 5 |
| PSALM: Pixelwise SegmentAtion with Large Multi-Modal Model | Mar 21, 2024 | DecoderGeneralized Referring Expression Segmentation | CodeCode Available | 3 | 5 |
| RAP-SAM: Towards Real-Time All-Purpose Segment Anything | Jan 18, 2024 | AllDecoder | CodeCode Available | 3 | 5 |
| Personalize Segment Anything Model with One Shot | May 4, 2023 | Image Generationmodel | CodeCode Available | 3 | 5 |
| OneFormer: One Transformer to Rule Universal Image Segmentation | Nov 10, 2022 | Instance SegmentationPanoptic Segmentation | CodeCode Available | 3 | 5 |
| PETRv2: A Unified Framework for 3D Perception from Multi-Camera Images | Jun 2, 2022 | 3D Lane Detection3D Object Detection | CodeCode Available | 3 | 5 |
| 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 | 5 |
| Moving Object Segmentation: All You Need Is SAM (and Flow) | Apr 18, 2024 | AllMotion Segmentation | CodeCode Available | 3 | 5 |
| nnInteractive: Redefining 3D Promptable Segmentation | Mar 11, 2025 | BenchmarkingInteractive Segmentation | CodeCode Available | 3 | 5 |
| MedSegDiff-V2: Diffusion based Medical Image Segmentation with Transformer | Jan 19, 2023 | Image GenerationImage Segmentation | CodeCode Available | 3 | 5 |
| MedSegDiff: Medical Image Segmentation with Diffusion Probabilistic Model | Nov 1, 2022 | Anomaly DetectionBrain Tumor Segmentation | CodeCode Available | 3 | 5 |
| Min-Max Similarity: A Contrastive Semi-Supervised Deep Learning Network for Surgical Tools Segmentation | Mar 29, 2022 | Contrastive LearningSegmentation | CodeCode Available | 3 | 5 |
