| A Semantic Knowledge Complementarity based Decoupling Framework for Semi-supervised Class-imbalanced Medical Image Segmentation | Jan 1, 2025 | DecoderImage Segmentation | —Unverified | 0 |
| Scaling up Image Segmentation across Data and Tasks | Jan 1, 2025 | DiversityImage Segmentation | —Unverified | 0 |
| SemiDAViL: Semi-supervised Domain Adaptation with Vision-Language Guidance for Semantic Segmentation | Jan 1, 2025 | Domain AdaptationRepresentation Learning | —Unverified | 0 |
| Boost the Inference with Co-training: A Depth-guided Mutual Learning Framework for Semi-supervised Medical Polyp Segmentation | Jan 1, 2025 | Segmentation | CodeCode Available | 1 |
| Prototype-Based Image Prompting for Weakly Supervised Histopathological Image Segmentation | Jan 1, 2025 | Contrastive LearningImage Segmentation | —Unverified | 0 |
| Annotation Ambiguity Aware Semi-Supervised Medical Image Segmentation | Jan 1, 2025 | DecoderImage Segmentation | —Unverified | 0 |
| Hierarchical Compact Clustering Attention (COCA) for Unsupervised Object-Centric Learning | Jan 1, 2025 | ClusteringDecoder | —Unverified | 0 |
| UNICL-SAM: Uncertainty-Driven In-Context Segmentation with Part Prototype Discovery | Jan 1, 2025 | Image SegmentationSegmentation | —Unverified | 0 |
| SeaLion: Semantic Part-Aware Latent Point Diffusion Models for 3D Generation | Jan 1, 2025 | 3D GenerationData Augmentation | —Unverified | 0 |
| Decoupled Motion Expression Video Segmentation | Jan 1, 2025 | Instance SegmentationReferring Video Object Segmentation | —Unverified | 0 |
| Convex Combination Star Shape Prior for Data-driven Image Semantic Segmentation | Jan 1, 2025 | Image SegmentationSegmentation | —Unverified | 0 |
| Incomplete Multi-modal Brain Tumor Segmentation via Learnable Sorting State Space Model | Jan 1, 2025 | Brain Tumor SegmentationMamba | —Unverified | 0 |
| The Impact Label Noise and Choice of Threshold has on Cross-Entropy and Soft-Dice in Image Segmentation | Jan 1, 2025 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| Hyperbolic Uncertainty-Aware Few-Shot Incremental Point Cloud Segmentation | Jan 1, 2025 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| Plug-and-Play PPO: An Adaptive Point Prompt Optimizer Making SAM Greater | Jan 1, 2025 | Deep Reinforcement LearningSegmentation | CodeCode Available | 1 |
| nnWNet: Rethinking the Use of Transformers in Biomedical Image Segmentation and Calling for a Unified Evaluation Benchmark | Jan 1, 2025 | BenchmarkingImage Segmentation | CodeCode Available | 2 |
| Text Augmented Correlation Transformer For Few-shot Classification & Segmentation | Jan 1, 2025 | Few-Shot Classification and SegmentationFew-Shot Learning | —Unverified | 0 |
| Towards Continual Universal Segmentation | Jan 1, 2025 | Image SegmentationSegmentation | —Unverified | 0 |
| SuperLightNet: Lightweight Parameter Aggregation Network for Multimodal Brain Tumor Segmentation | Jan 1, 2025 | Brain Tumor SegmentationBraTS2021 | CodeCode Available | 0 |
| PolarNeXt: Rethink Instance Segmentation with Polar Representation | Jan 1, 2025 | Instance SegmentationSegmentation | —Unverified | 0 |
| POPEN: Preference-Based Optimization and Ensemble for LVLM-Based Reasoning Segmentation | Jan 1, 2025 | HallucinationReasoning Segmentation | —Unverified | 0 |
| HyperSeg: Hybrid Segmentation Assistant with Fine-grained Visual Perceiver | Jan 1, 2025 | Reasoning SegmentationSegmentation | CodeCode Available | 2 |
| VidSeg: Training-free Video Semantic Segmentation based on Diffusion Models | Jan 1, 2025 | SegmentationSemantic Segmentation | —Unverified | 0 |
| Improving Semi-Supervised Semantic Segmentation with Sliced-Wasserstein Feature Alignment and Uniformity | Jan 1, 2025 | SegmentationSemantic Segmentation | —Unverified | 0 |
| VISTA3D: A Unified Segmentation Foundation Model For 3D Medical Imaging | Jan 1, 2025 | Interactive SegmentationSegmentation | CodeCode Available | 3 |