| LISA++: An Improved Baseline for Reasoning Segmentation with Large Language Model | Dec 28, 2023 | Instance SegmentationLanguage Modeling | CodeCode Available | 4 | 5 |
| 3D TransUNet: Advancing Medical Image Segmentation through Vision Transformers | Oct 11, 2023 | DecoderImage Segmentation | CodeCode Available | 4 | 5 |
| SegMamba: Long-range Sequential Modeling Mamba For 3D Medical Image Segmentation | Jan 24, 2024 | Image SegmentationMamba | CodeCode Available | 4 | 5 |
| 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 | 5 |
| EfficientViT: Multi-Scale Linear Attention for High-Resolution Dense Prediction | May 29, 2022 | Autonomous DrivingCPU | CodeCode Available | 4 | 5 |
| SAM2Long: Enhancing SAM 2 for Long Video Segmentation with a Training-Free Memory Tree | Oct 21, 2024 | Heuristic SearchObject | CodeCode Available | 4 | 5 |
| Efficient Deformable ConvNets: Rethinking Dynamic and Sparse Operator for Vision Applications | Jan 11, 2024 | image-classificationImage Classification | CodeCode Available | 4 | 5 |
| EmbodiedSAM: Online Segment Any 3D Thing in Real Time | Aug 21, 2024 | 3D Instance SegmentationGPU | CodeCode Available | 4 | 5 |
| EfficientSAM: Leveraged Masked Image Pretraining for Efficient Segment Anything | Dec 1, 2023 | Decoderimage-classification | CodeCode Available | 4 | 5 |
| Scalable 3D Panoptic Segmentation As Superpoint Graph Clustering | Jan 12, 2024 | 3D Panoptic Segmentation3D Semantic Segmentation | CodeCode Available | 4 | 5 |
| PVUW 2024 Challenge on Complex Video Understanding: Methods and Results | Jun 24, 2024 | SegmentationSemantic Segmentation | CodeCode Available | 4 | 5 |
| Panoptic Feature Pyramid Networks | Jan 8, 2019 | Instance SegmentationPanoptic Segmentation | CodeCode Available | 4 | 5 |
| OverLoCK: An Overview-first-Look-Closely-next ConvNet with Context-Mixing Dynamic Kernels | Feb 27, 2025 | Image ClassificationInstance Segmentation | CodeCode Available | 4 | 5 |
| Medical SAM 2: Segment medical images as video via Segment Anything Model 2 | Aug 1, 2024 | Image SegmentationInteractive Segmentation | CodeCode Available | 4 | 5 |
| Detectron2 Object Detection & Manipulating Images using Cartoonization | Aug 1, 2021 | Autonomous VehiclesData Visualization | CodeCode Available | 4 | 5 |
| GLIPv2: Unifying Localization and Vision-Language Understanding | Jun 12, 2022 | 2D Object DetectionContrastive Learning | CodeCode Available | 4 | 5 |
| RTMDet: An Empirical Study of Designing Real-Time Object Detectors | Dec 14, 2022 | GPUInstance Segmentation | CodeCode Available | 4 | 5 |
| SegGPT: Segmenting Everything In Context | Apr 6, 2023 | Few-Shot Semantic SegmentationIn-Context Learning | CodeCode Available | 4 | 5 |
| Deep Residual Learning for Image Recognition | Dec 10, 2015 | Classification | CodeCode Available | 4 | 5 |
| SiamMask: A Framework for Fast Online Object Tracking and Segmentation | Jul 5, 2022 | Multiple Object TrackingObject | CodeCode Available | 4 | 5 |
| Medical SAM Adapter: Adapting Segment Anything Model for Medical Image Segmentation | Apr 25, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 3 | 5 |
| MedSegDiff: Medical Image Segmentation with Diffusion Probabilistic Model | Nov 1, 2022 | Anomaly DetectionBrain Tumor Segmentation | CodeCode Available | 3 | 5 |
| Beyond Appearance: a Semantic Controllable Self-Supervised Learning Framework for Human-Centric Visual Tasks | Mar 30, 2023 | Human ParsingPedestrian Attribute Recognition | CodeCode Available | 3 | 5 |
| MedSegDiff-V2: Diffusion based Medical Image Segmentation with Transformer | Jan 19, 2023 | Image GenerationImage Segmentation | CodeCode Available | 3 | 5 |
| LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image Segmentation | Mar 8, 2024 | Image SegmentationMamba | CodeCode Available | 3 | 5 |
