| Style Transfer with Diffusion Models for Synthetic-to-Real Domain Adaptation | May 22, 2025 | Domain AdaptationSemantic Segmentation | CodeCode Available | 1 |
| UWSAM: Segment Anything Model Guided Underwater Instance Segmentation and A Large-scale Benchmark Dataset | May 21, 2025 | Instance SegmentationKnowledge Distillation | CodeCode Available | 1 |
| SAMA-UNet: Enhancing Medical Image Segmentation with Self-Adaptive Mamba-Like Attention and Causal-Resonance Learning | May 21, 2025 | Image SegmentationMamba | CodeCode Available | 1 |
| Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation | May 20, 2025 | Few-Shot Object DetectionInstance Segmentation | CodeCode Available | 1 |
| Temporal-Spectral-Spatial Unified Remote Sensing Dense Prediction | May 18, 2025 | Change DetectionPrediction | CodeCode Available | 1 |
| MedVKAN: Efficient Feature Extraction with Mamba and KAN for Medical Image Segmentation | May 17, 2025 | Image SegmentationMamba | CodeCode Available | 1 |
| HWA-UNETR: Hierarchical Window Aggregate UNETR for 3D Multimodal Gastric Lesion Segmentation | May 15, 2025 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| SpikeVideoFormer: An Efficient Spike-Driven Video Transformer with Hamming Attention and O(T) Complexity | May 15, 2025 | Pose TrackingSemantic Segmentation | CodeCode Available | 1 |
| Semantic-Guided Diffusion Model for Single-Step Image Super-Resolution | May 11, 2025 | Image Super-ResolutionSemantic Segmentation | CodeCode Available | 1 |
| UncertainSAM: Fast and Efficient Uncertainty Quantification of the Segment Anything Model | May 8, 2025 | Semantic SegmentationUncertainty Quantification | CodeCode Available | 1 |
| Show or Tell? A Benchmark To Evaluate Visual and Textual Prompts in Semantic Segmentation | May 6, 2025 | Open Vocabulary Semantic SegmentationPrompt Engineering | CodeCode Available | 1 |
| Panoramic Out-of-Distribution Segmentation | May 6, 2025 | DisentanglementDomain Generalization | CodeCode Available | 1 |
| Accelerating Volumetric Medical Image Annotation via Short-Long Memory SAM 2 | May 3, 2025 | Computed Tomography (CT)Semantic Segmentation | CodeCode Available | 1 |
| A Sensor Agnostic Domain Generalization Framework for Leveraging Geospatial Foundation Models: Enhancing Semantic Segmentation viaSynergistic Pseudo-Labeling and Generative Learning | May 2, 2025 | Crop Yield PredictionDomain Adaptation | CodeCode Available | 1 |
| Real Time Semantic Segmentation of High Resolution Automotive LiDAR Scans | Apr 30, 2025 | Autonomous VehiclesReal-Time Semantic Segmentation | CodeCode Available | 1 |
| OG-HFYOLO :Orientation gradient guidance and heterogeneous feature fusion for deformation table cell instance segmentation | Apr 29, 2025 | Instance SegmentationSemantic Segmentation | CodeCode Available | 1 |
| What is the Added Value of UDA in the VFM Era? | Apr 25, 2025 | Autonomous DrivingDomain Adaptation | CodeCode Available | 1 |
| Mamba-Sea: A Mamba-based Framework with Global-to-Local Sequence Augmentation for Generalizable Medical Image Segmentation | Apr 24, 2025 | Domain GeneralizationImage Segmentation | CodeCode Available | 1 |
| SemanticSugarBeets: A Multi-Task Framework and Dataset for Inspecting Harvest and Storage Characteristics of Sugar Beets | Apr 23, 2025 | SegmentationSemantic Segmentation | CodeCode Available | 1 |
| HDBFormer: Efficient RGB-D Semantic Segmentation with A Heterogeneous Dual-Branch Framework | Apr 18, 2025 | RGBD Semantic SegmentationSemantic Segmentation | CodeCode Available | 1 |
| Learning from Noisy Pseudo-labels for All-Weather Land Cover Mapping | Apr 18, 2025 | AllImage Segmentation | CodeCode Available | 1 |
| Stronger, Steadier & Superior: Geometric Consistency in Depth VFM Forges Domain Generalized Semantic Segmentation | Apr 17, 2025 | Semantic Segmentation | CodeCode Available | 1 |
| GrabS: Generative Embodied Agent for 3D Object Segmentation without Scene Supervision | Apr 16, 2025 | ObjectSemantic Segmentation | CodeCode Available | 1 |
| DC-SAM: In-Context Segment Anything in Images and Videos via Dual Consistency | Apr 16, 2025 | Few-Shot LearningInteractive Segmentation | CodeCode Available | 1 |
| PraNet-V2: Dual-Supervised Reverse Attention for Medical Image Segmentation | Apr 15, 2025 | Foreground SegmentationImage Segmentation | CodeCode Available | 1 |
