MobileUNETR: A Lightweight End-To-End Hybrid Vision Transformer For Efficient Medical Image Segmentation Sep 4, 2024 Image Segmentation Lesion Segmentation
Code Code Available 5 Modality-agnostic Domain Generalizable Medical Image Segmentation by Multi-Frequency in Multi-Scale Attention May 10, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 5 Multimodal Information Interaction for Medical Image Segmentation Apr 25, 2024 Heart Segmentation Image Segmentation
Code Code Available 5 A Data-scalable Transformer for Medical Image Segmentation: Architecture, Model Efficiency, and Benchmark Feb 28, 2022 Image Segmentation Inductive Bias
Code Code Available 5 Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation Aug 31, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 5 Narrowing the semantic gaps in U-Net with learnable skip connections: The case of medical image segmentation Dec 23, 2023 Decoder Image Segmentation
Code Code Available 5 Medical Vision Generalist: Unifying Medical Imaging Tasks in Context Jun 8, 2024 Conditional Image Generation Denoising
Code Code Available 5 nnSAM: Plug-and-play Segment Anything Model Improves nnUNet Performance Sep 29, 2023 Few-Shot Learning Heart Segmentation
Code Code Available 5 MSVM-UNet: Multi-Scale Vision Mamba UNet for Medical Image Segmentation Aug 25, 2024 Image Segmentation Mamba
Code Code Available 5 Noise-Consistent Siamese-Diffusion for Medical Image Synthesis and Segmentation May 9, 2025 Image Generation Image Segmentation
Code Code Available 5 Open-World Entity Segmentation Jul 29, 2021 Image Manipulation Image Segmentation
Code Code Available 5 MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis Attention Dec 14, 2023 Image Segmentation Lesion Segmentation
Code Code Available 5 PA-SAM: Prompt Adapter SAM for High-Quality Image Segmentation Jan 23, 2024 Decoder Image Segmentation
Code Code Available 5 PEM: Prototype-based Efficient MaskFormer for Image Segmentation Feb 29, 2024 Image Segmentation Panoptic Segmentation
Code Code Available 5 PointSAM: Pointly-Supervised Segment Anything Model for Remote Sensing Images Sep 20, 2024 Image Segmentation Semantic Segmentation
Code Code Available 5 Masked-attention Mask Transformer for Universal Image Segmentation Dec 2, 2021 2D Semantic Segmentation Image Segmentation
Code Code Available 5 MedCLIP-SAM: Bridging Text and Image Towards Universal Medical Image Segmentation Mar 29, 2024 Image Segmentation Medical Image Analysis
Code Code Available 5 Mask-Adapter: The Devil is in the Masks for Open-Vocabulary Segmentation Dec 5, 2024 Image Segmentation Open Vocabulary Semantic Segmentation
Code Code Available 5 Mask2Former for Video Instance Segmentation Dec 20, 2021 Image Segmentation Instance Segmentation
Code Code Available 5 MedCLIP-SAMv2: Towards Universal Text-Driven Medical Image Segmentation Sep 28, 2024 Image Segmentation Medical Image Analysis
Code Code Available 5 Rethinking Interactive Image Segmentation with Low Latency, High Quality, and Diverse Prompts Mar 31, 2024 Image Segmentation Interactive Segmentation
Code Code Available 5 Rethinking Interactive Image Segmentation with Low Latency High Quality and Diverse Prompts Jan 1, 2024 Image Segmentation Interactive Segmentation
Code Code Available 5 M^2SNet: Multi-scale in Multi-scale Subtraction Network for Medical Image Segmentation Mar 20, 2023 Computed Tomography (CT) Decoder
Code Code Available 5 LViT: Language meets Vision Transformer in Medical Image Segmentation Jun 29, 2022 Image Segmentation Medical Image Segmentation
Code Code Available 5 BRAU-Net++: U-Shaped Hybrid CNN-Transformer Network for Medical Image Segmentation Jan 1, 2024 Decoder Image Segmentation
Code Code Available 5 RSRefSeg: Referring Remote Sensing Image Segmentation with Foundation Models Jan 12, 2025 Image Segmentation Segmentation
Code Code Available 5 Alleviating Textual Reliance in Medical Language-guided Segmentation via Prototype-driven Semantic Approximation Jul 15, 2025 Image Segmentation Segmentation
Code Code Available 5 LLM-Seg: Bridging Image Segmentation and Large Language Model Reasoning Apr 12, 2024 Image Segmentation Language Modeling
Code Code Available 5 Medical Image Segmentation Review: The success of U-Net Nov 27, 2022 Image Segmentation Medical Image Segmentation
Code Code Available 5 LKM-UNet: Large Kernel Vision Mamba UNet for Medical Image Segmentation Mar 12, 2024 Image Segmentation Long-range modeling
Code Code Available 5 Language-driven Semantic Segmentation Jan 10, 2022 Descriptive Few-Shot Semantic Segmentation
Code Code Available 5 Learnable Prompting SAM-induced Knowledge Distillation for Semi-supervised Medical Image Segmentation Dec 18, 2024 Image Segmentation Knowledge Distillation
Code Code Available 5 IRSAM: Advancing Segment Anything Model for Infrared Small Target Detection Jul 10, 2024 Decoder Image Segmentation
Code Code Available 5 LHU-Net: A Light Hybrid U-Net for Cost-Efficient, High-Performance Volumetric Medical Image Segmentation Apr 7, 2024 Computational Efficiency Image Segmentation
Code Code Available 5 H-vmunet: High-order Vision Mamba UNet for Medical Image Segmentation Mar 20, 2024 Image Segmentation Lesion Segmentation
Code Code Available 5 Image Segmentation in Foundation Model Era: A Survey Aug 23, 2024 Image Segmentation Instance Segmentation
Code Code Available 5 HMT-UNet: A hybird Mamba-Transformer Vision UNet for Medical Image Segmentation Aug 21, 2024 Image Segmentation Mamba
Code Code Available 5 AgileFormer: Spatially Agile Transformer UNet for Medical Image Segmentation Mar 29, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 5 Medical Image Segmentation with Domain Adaptation: A Survey Nov 3, 2023 Domain Adaptation Image Segmentation
Code Code Available 5 HiDiff: Hybrid Diffusion Framework for Medical Image Segmentation Jul 3, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 5 Generative Medical Segmentation Mar 27, 2024 Decoder Domain Generalization
Code Code Available 5 Hierarchical Open-vocabulary Universal Image Segmentation Jul 3, 2023 Image Comprehension Image Segmentation
Code Code Available 5 A Simple Image Segmentation Framework via In-Context Examples Oct 7, 2024 Decoder Image Segmentation
Code Code Available 5 Generative AI Enables Medical Image Segmentation in Ultra Low-Data Regimes Aug 30, 2024 Deep Learning Image Segmentation
Code Code Available 5 FedFMS: Exploring Federated Foundation Models for Medical Image Segmentation Mar 8, 2024 Federated Learning Image Segmentation
Code Code Available 5 FocalClick: Towards Practical Interactive Image Segmentation Apr 6, 2022 Image Segmentation Interactive Segmentation
Code Code Available 5 FAMNet: Frequency-aware Matching Network for Cross-domain Few-shot Medical Image Segmentation Dec 12, 2024 Cross-Domain Few-Shot Domain Generalization
Code Code Available 5 RevSAM2: Prompt SAM2 for Medical Image Segmentation via Reverse-Propagation without Fine-tuning Sep 6, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 5 EGE-UNet: an Efficient Group Enhanced UNet for skin lesion segmentation Jul 17, 2023 Decoder Image Segmentation
Code Code Available 5 EM-Net: Efficient Channel and Frequency Learning with Mamba for 3D Medical Image Segmentation Sep 26, 2024 Image Segmentation Mamba
Code Code Available 5 