| Tree-NET: Enhancing Medical Image Segmentation Through Efficient Low-Level Feature Training | Jan 3, 2025 | Computational EfficiencyImage Segmentation | —Unverified | 0 |
| Bridging Classification and Segmentation in Osteosarcoma Assessment via Foundation and Discrete Diffusion Models | Jan 3, 2025 | PrognosisSegmentation | CodeCode Available | 0 |
| IAM: Enhancing RGB-D Instance Segmentation with New Benchmarks | Jan 3, 2025 | Data IntegrationImage Segmentation | CodeCode Available | 0 |
| Evidential Calibrated Uncertainty-Guided Interactive Segmentation paradigm for Ultrasound Images | Jan 2, 2025 | DiagnosticImage Segmentation | —Unverified | 0 |
| Leverage Cross-Attention for End-to-End Open-Vocabulary Panoptic Reconstruction | Jan 2, 2025 | Instance SegmentationScene Understanding | —Unverified | 0 |
| Efficient Connectivity-Preserving Instance Segmentation with Supervoxel-Based Loss Function | Jan 2, 2025 | Instance SegmentationSegmentation | CodeCode Available | 1 |
| SAM2Object: Consolidating View Consistency via SAM2 for Zero-Shot 3D Instance Segmentation | Jan 1, 2025 | 3D Instance SegmentationInstance Segmentation | —Unverified | 0 |
| DSV-LFS: Unifying LLM-Driven Semantic Cues with Visual Features for Robust Few-Shot Segmentation | Jan 1, 2025 | Few-Shot Semantic SegmentationSegmentation | —Unverified | 0 |
| EntitySAM: Segment Everything in Video | Jan 1, 2025 | DecoderObject | —Unverified | 0 |
| Take the Bull by the Horns: Learning to Segment Hard Samples | Jan 1, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 |
| NTClick: Achieving Precise Interactive Segmentation With Noise-tolerant Clicks | Jan 1, 2025 | Interactive SegmentationSegmentation | —Unverified | 0 |
| WISH: Weakly Supervised Instance Segmentation using Heterogeneous Labels | Jan 1, 2025 | Instance SegmentationSegmentation | —Unverified | 0 |
| Advancing Manga Analysis: Comprehensive Segmentation Annotations for the Manga109 Dataset | Jan 1, 2025 | Instance SegmentationSegmentation | —Unverified | 0 |
| DocSAM: Unified Document Image Segmentation via Query Decomposition and Heterogeneous Mixed Learning | Jan 1, 2025 | Document Layout AnalysisImage Segmentation | —Unverified | 0 |
| D^3CTTA: Domain-Dependent Decorrelation for Continual Test-Time Adaption of 3D LiDAR Segmentation | Jan 1, 2025 | Autonomous DrivingSegmentation | —Unverified | 0 |
| Understanding Fine-tuning CLIP for Open-vocabulary Semantic Segmentation in Hyperbolic Space | Jan 1, 2025 | Open Vocabulary Semantic SegmentationOpen-Vocabulary Semantic Segmentation | —Unverified | 0 |
| Keep the Balance: A Parameter-Efficient Symmetrical Framework for RGB+X Semantic Segmentation | Jan 1, 2025 | parameter-efficient fine-tuningSegmentation | —Unverified | 0 |
| EntityErasure: Erasing Entity Cleanly via Amodal Entity Segmentation and Completion | Jan 1, 2025 | Segmentation | —Unverified | 0 |
| WISNet: Pseudo Label Generation on Unbalanced and Patch Annotated Waste Images | Jan 1, 2025 | Pseudo LabelSegmentation | —Unverified | 0 |
| Understanding Multi-Task Activities from Single-Task Videos | Jan 1, 2025 | Action SegmentationSegmentation | —Unverified | 0 |
| FFR: Frequency Feature Rectification for Weakly Supervised Semantic Segmentation | Jan 1, 2025 | DecoderSegmentation | CodeCode Available | 0 |
| Unified Medical Lesion Segmentation via Self-referring Indicator | Jan 1, 2025 | In-Context LearningLesion Segmentation | —Unverified | 0 |
| LesionLocator: Zero-Shot Universal Tumor Segmentation and Tracking in 3D Whole-Body Imaging | Jan 1, 2025 | Lesion SegmentationSegmentation | CodeCode Available | 2 |
| Segmenting Maxillofacial Structures in CBCT Volumes | Jan 1, 2025 | AnatomyBenchmarking | —Unverified | 0 |
| Generative Hard Example Augmentation for Semantic Point Cloud Segmentation | Jan 1, 2025 | Point Cloud SegmentationSegmentation | —Unverified | 0 |
| 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 |