| UnSeGArmaNet: Unsupervised Image Segmentation using Graph Neural Networks with Convolutional ARMA Filters | Oct 8, 2024 | Graph Neural NetworkImage Segmentation | CodeCode Available | 1 |
| DB-SAM: Delving into High Quality Universal Medical Image Segmentation | Oct 5, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Med-TTT: Vision Test-Time Training model for Medical Image Segmentation | Oct 3, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Unleashing the Potential of the Diffusion Model in Few-shot Semantic Segmentation | Oct 3, 2024 | Few-Shot Semantic SegmentationImage Generation | CodeCode Available | 1 |
| TransResNet: Integrating the Strengths of ViTs and CNNs for High Resolution Medical Image Segmentation via Feature Grafting | Oct 1, 2024 | DiagnosticImage Segmentation | CodeCode Available | 1 |
| IRFusionFormer: Enhancing Pavement Crack Segmentation with RGB-T Fusion and Topological-Based Loss | Sep 30, 2024 | Crack SegmentationSegmentation | CodeCode Available | 1 |
| ASQuery: A Query-based Model for Action Segmentation | Sep 30, 2024 | Action SegmentationDecoder | CodeCode Available | 1 |
| SDCL: Students Discrepancy-Informed Correction Learning for Semi-supervised Medical Image Segmentation | Sep 25, 2024 | Image SegmentationLeft Atrium Segmentation | CodeCode Available | 1 |
| VascX Models: Model Ensembles for Retinal Vascular Analysis from Color Fundus Images | Sep 24, 2024 | Artery/Veins Retinal Vessel SegmentationRetinal Vessel Segmentation | CodeCode Available | 1 |
| The BRAVO Semantic Segmentation Challenge Results in UNCV2024 | Sep 23, 2024 | SegmentationSemantic Segmentation | CodeCode Available | 1 |
| UU-Mamba: Uncertainty-aware U-Mamba for Cardiovascular Segmentation | Sep 22, 2024 | MambaSegmentation | CodeCode Available | 1 |
| GAInS: Gradient Anomaly-aware Biomedical Instance Segmentation | Sep 21, 2024 | Instance SegmentationSegmentation | CodeCode Available | 1 |
| Instruction-guided Multi-Granularity Segmentation and Captioning with Large Multimodal Model | Sep 20, 2024 | Image CaptioningPanoptic Segmentation | CodeCode Available | 1 |
| Multiscale Encoder and Omni-Dimensional Dynamic Convolution Enrichment in nnU-Net for Brain Tumor Segmentation | Sep 20, 2024 | Brain Tumor SegmentationSegmentation | CodeCode Available | 1 |
| MambaClinix: Hierarchical Gated Convolution and Mamba-Based U-Net for Enhanced 3D Medical Image Segmentation | Sep 19, 2024 | Computational EfficiencyImage Segmentation | CodeCode Available | 1 |
| Prompting Segment Anything Model with Domain-Adaptive Prototype for Generalizable Medical Image Segmentation | Sep 19, 2024 | Domain GeneralizationImage Segmentation | CodeCode Available | 1 |
| MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping | Sep 17, 2024 | DecoderFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| HS3-Bench: A Benchmark and Strong Baseline for Hyperspectral Semantic Segmentation in Driving Scenarios | Sep 17, 2024 | Autonomous DrivingHyperspectral Image Segmentation | CodeCode Available | 1 |
| TTT-Unet: Enhancing U-Net with Test-Time Training Layers for Biomedical Image Segmentation | Sep 17, 2024 | Cell SegmentationImage Segmentation | CodeCode Available | 1 |
| Generalized Few-Shot Semantic Segmentation in Remote Sensing: Challenge and Benchmark | Sep 17, 2024 | Few-Shot Semantic SegmentationGeneralized Few-Shot Semantic Segmentation | CodeCode Available | 1 |
| SAM-OCTA2: Layer Sequence OCTA Segmentation with Fine-tuned Segment Anything Model 2 | Sep 14, 2024 | Segmentation | CodeCode Available | 1 |
| Do Vision Foundation Models Enhance Domain Generalization in Medical Image Segmentation? | Sep 12, 2024 | DecoderDomain Generalization | CodeCode Available | 1 |
| Diff-VPS: Video Polyp Segmentation via a Multi-task Diffusion Network with Adversarial Temporal Reasoning | Sep 11, 2024 | SegmentationVideo Polyp Segmentation | CodeCode Available | 1 |
| A Likelihood Ratio-Based Approach to Segmenting Unknown Objects | Sep 10, 2024 | Segmentation | CodeCode Available | 1 |
| Sam2Rad: A Segmentation Model for Medical Images with Learnable Prompts | Sep 10, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| SSFam: Scribble Supervised Salient Object Detection Family | Sep 7, 2024 | DecoderObject | CodeCode Available | 1 |
| SGSeg: Enabling Text-free Inference in Language-guided Segmentation of Chest X-rays via Self-guidance | Sep 7, 2024 | Image SegmentationPseudo Label | CodeCode Available | 1 |
| Unleashing the Power of Generic Segmentation Models: A Simple Baseline for Infrared Small Target Detection | Sep 7, 2024 | object-detectionObject Detection | CodeCode Available | 1 |
| iSeg: An Iterative Refinement-based Framework for Training-free Segmentation | Sep 5, 2024 | Image GenerationSegmentation | CodeCode Available | 1 |
| MouseSIS: A Frames-and-Events Dataset for Space-Time Instance Segmentation of Mice | Sep 5, 2024 | Instance SegmentationSegmentation | CodeCode Available | 1 |
| Evaluation Study on SAM 2 for Class-agnostic Instance-level Segmentation | Sep 4, 2024 | Dichotomous Image SegmentationImage Segmentation | CodeCode Available | 1 |
| Fed-MUnet: Multi-modal Federated Unet for Brain Tumor Segmentation | Sep 2, 2024 | Brain Tumor SegmentationFederated Learning | CodeCode Available | 1 |
| Change-Aware Siamese Network for Surface Defects Segmentation under Complex Background | Sep 1, 2024 | Change DetectionDecoder | CodeCode Available | 1 |
| SMAFormer: Synergistic Multi-Attention Transformer for Medical Image Segmentation | Aug 31, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Improving Weakly-supervised Video Instance Segmentation by Leveraging Spatio-temporal Consistency | Aug 29, 2024 | Instance SegmentationSegmentation | CodeCode Available | 1 |
| Towards Modality-agnostic Label-efficient Segmentation with Entropy-Regularized Distribution Alignment | Aug 29, 2024 | Point Cloud SegmentationPseudo Label | CodeCode Available | 1 |
| Segmentation-guided Layer-wise Image Vectorization with Gradient Fills | Aug 28, 2024 | SegmentationVector Graphics | CodeCode Available | 1 |
| Staircase Cascaded Fusion of Lightweight Local Pattern Recognition and Long-Range Dependencies for Structural Crack Segmentation | Aug 23, 2024 | Crack SegmentationSegmentation | CodeCode Available | 1 |
| Scribbles for All: Benchmarking Scribble Supervised Segmentation Across Datasets | Aug 22, 2024 | AllBenchmarking | CodeCode Available | 1 |
| NuSegDG: Integration of Heterogeneous Space and Gaussian Kernel for Domain-Generalized Nuclei Segmentation | Aug 21, 2024 | DecoderDomain Generalization | CodeCode Available | 1 |
| Subspace Prototype Guidance for Mitigating Class Imbalance in Point Cloud Semantic Segmentation | Aug 20, 2024 | SegmentationSemantic Segmentation | CodeCode Available | 1 |
| PolypDB: A Curated Multi-Center Dataset for Development of AI Algorithms in Colonoscopy | Aug 19, 2024 | Federated LearningSegmentation | CodeCode Available | 1 |
| Long-Tail Temporal Action Segmentation with Group-wise Temporal Logit Adjustment | Aug 19, 2024 | Action SegmentationSegmentation | CodeCode Available | 1 |
| Facial Wrinkle Segmentation for Cosmetic Dermatology: Pretraining with Texture Map-Based Weak Supervision | Aug 19, 2024 | DecoderSegmentation | CodeCode Available | 1 |
| SAM-UNet:Enhancing Zero-Shot Segmentation of SAM for Universal Medical Images | Aug 19, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| MetaSeg: MetaFormer-based Global Contexts-aware Network for Efficient Semantic Segmentation | Aug 14, 2024 | Computational EfficiencyDecoder | CodeCode Available | 1 |
| Polyp SAM 2: Advancing Zero shot Polyp Segmentation in Colorectal Cancer Detection | Aug 12, 2024 | Segmentation | CodeCode Available | 1 |
| Prototype Learning Guided Hybrid Network for Breast Tumor Segmentation in DCE-MRI | Aug 11, 2024 | DecoderSegmentation | CodeCode Available | 1 |
| PRISM Lite: A lightweight model for interactive 3D placenta segmentation in ultrasound | Aug 9, 2024 | Interactive SegmentationPlacenta Segmentation | CodeCode Available | 1 |
| Path-SAM2: Transfer SAM2 for digital pathology semantic segmentation | Aug 7, 2024 | DecoderImage Segmentation | CodeCode Available | 1 |