What Matters When Repurposing Diffusion Models for General Dense Perception Tasks? Mar 10, 2024 Depth Estimation Image Matting
Code Code Available LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image Segmentation Mar 8, 2024 Image Segmentation Mamba
Code Code Available VisionLLaMA: A Unified LLaMA Backbone for Vision Tasks Mar 1, 2024 Image Classification Image Generation
Code Code Available Swin-UMamba: Mamba-based UNet with ImageNet-based pretraining Feb 5, 2024 Image Segmentation Mamba
Code Code Available SA-Med2D-20M Dataset: Segment Anything in 2D Medical Imaging with 20 Million masks Nov 20, 2023 Diversity Image Segmentation
Code Code Available SAM-Med2D Aug 30, 2023 Decoder Image Segmentation
Code Code Available Quantifying the robustness of deep multispectral segmentation models against natural perturbations and data poisoning May 18, 2023 Adversarial Robustness Data Poisoning
Code Code Available Medical SAM Adapter: Adapting Segment Anything Model for Medical Image Segmentation Apr 25, 2023 Image Segmentation Medical Image Segmentation
Code Code Available SAM Fails to Segment Anything? -- SAM-Adapter: Adapting SAM in Underperformed Scenes: Camouflage, Shadow, Medical Image Segmentation, and More Apr 18, 2023 General Knowledge Image Segmentation
Code Code Available PanoHead: Geometry-Aware 3D Full-Head Synthesis in 360^ Mar 23, 2023 Image Generation Image Segmentation
Code Code Available MedSegDiff-V2: Diffusion based Medical Image Segmentation with Transformer Jan 19, 2023 Image Generation Image Segmentation
Code Code Available PanoHead: Geometry-Aware 3D Full-Head Synthesis in 360deg Jan 1, 2023 Image Generation Image Segmentation
Code Code Available Generalized Decoding for Pixel, Image, and Language Dec 21, 2022 Decoder Image Segmentation
Code Code Available MedSegDiff: Medical Image Segmentation with Diffusion Probabilistic Model Nov 1, 2022 Anomaly Detection Brain Tumor Segmentation
Code Code Available UNetFormer: A Unified Vision Transformer Model and Pre-Training Framework for 3D Medical Image Segmentation Apr 1, 2022 Brain Tumor Segmentation Image Segmentation
Code Code Available Transformers in Medical Imaging: A Survey Jan 24, 2022 Image Classification Image Segmentation
Code Code Available UNETR: Transformers for 3D Medical Image Segmentation Mar 18, 2021 3D Medical Imaging Segmentation Decoder
Code Code Available MA-Net: A Multi-Scale Attention Network for Liver and Tumor Segmentation Sep 21, 2020 Image Segmentation Medical Image Segmentation
Code Code Available U-Net: Convolutional Networks for Biomedical Image Segmentation May 18, 2015 Cell Segmentation Cell Tracking
Code Code Available Alleviating Textual Reliance in Medical Language-guided Segmentation via Prototype-driven Semantic Approximation Jul 15, 2025 Image Segmentation Segmentation
Code Code Available Pre-Trained LLM is a Semantic-Aware and Generalizable Segmentation Booster Jun 22, 2025 Decoder Image Segmentation
Code Code Available Segment This Thing: Foveated Tokenization for Efficient Point-Prompted Segmentation Jun 10, 2025 Foveation Image Segmentation
Code Code Available The Missing Point in Vision Transformers for Universal Image Segmentation May 26, 2025 Image Segmentation Instance Segmentation
Code Code Available Recent Advances in Medical Imaging Segmentation: A Survey May 14, 2025 Domain Adaptation Few-Shot Learning
Code Code Available Noise-Consistent Siamese-Diffusion for Medical Image Synthesis and Segmentation May 9, 2025 Image Generation Image Segmentation
Code Code Available Rethinking Boundary Detection in Deep Learning-Based Medical Image Segmentation May 6, 2025 Boundary Detection Decoder
Code Code Available SlicerNNInteractive: A 3D Slicer extension for nnInteractive Apr 7, 2025 Image Segmentation Semantic Segmentation
Code Code Available Cross-Modal Interactive Perception Network with Mamba for Lung Tumor Segmentation in PET-CT Images Mar 21, 2025 Image Segmentation Mamba
Code Code Available Test-Time Domain Generalization via Universe Learning: A Multi-Graph Matching Approach for Medical Image Segmentation Mar 17, 2025 Domain Adaptation Domain Generalization
Code Code Available HiMTok: Learning Hierarchical Mask Tokens for Image Segmentation with Large Multimodal Model Mar 17, 2025 Image Segmentation Segmentation
Code Code Available DiffAtlas: GenAI-fying Atlas Segmentation via Image-Mask Diffusion Mar 9, 2025 Image Segmentation Medical Image Segmentation
Code Code Available SemiSAM+: Rethinking Semi-Supervised Medical Image Segmentation in the Era of Foundation Models Feb 28, 2025 Image Segmentation Medical Image Segmentation
Code Code Available Segment Anything for Histopathology Feb 1, 2025 Image Segmentation Instance Segmentation
Code Code Available Densely Connected Parameter-Efficient Tuning for Referring Image Segmentation Jan 15, 2025 Image Segmentation Referring Expression Segmentation
Code Code Available RWKV-UNet: Improving UNet with Long-Range Cooperation for Effective Medical Image Segmentation Jan 14, 2025 Computational Efficiency Image Segmentation
Code Code Available RSRefSeg: Referring Remote Sensing Image Segmentation with Foundation Models Jan 12, 2025 Image Segmentation Segmentation
Code Code Available Merging Context Clustering with Visual State Space Models for Medical Image Segmentation Jan 3, 2025 Clustering Image Segmentation
Code Code Available nnWNet: Rethinking the Use of Transformers in Biomedical Image Segmentation and Calling for a Unified Evaluation Benchmark Jan 1, 2025 Benchmarking Image Segmentation
Code Code Available Towards Open-Vocabulary Remote Sensing Image Semantic Segmentation Dec 27, 2024 Image Segmentation Semantic Segmentation
Code Code Available Learnable Prompting SAM-induced Knowledge Distillation for Semi-supervised Medical Image Segmentation Dec 18, 2024 Image Segmentation Knowledge Distillation
Code Code Available 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 ConDSeg: A General Medical Image Segmentation Framework via Contrast-Driven Feature Enhancement Dec 11, 2024 Decoder Image Segmentation
Code Code Available Mask-Adapter: The Devil is in the Masks for Open-Vocabulary Segmentation Dec 5, 2024 Image Segmentation Open Vocabulary Semantic Segmentation
Code Code Available vesselFM: A Foundation Model for Universal 3D Blood Vessel Segmentation Nov 26, 2024 Image Segmentation Medical Image Analysis
Code Code Available High-Precision Dichotomous Image Segmentation via Probing Diffusion Capacity Oct 14, 2024 Denoising Dichotomous Image Segmentation
Code Code Available Text4Seg: Reimagining Image Segmentation as Text Generation Oct 13, 2024 Image Segmentation Referring Expression
Code Code Available MedUniSeg: 2D and 3D Medical Image Segmentation via a Prompt-driven Universal Model Oct 8, 2024 Image Segmentation Medical Image Segmentation
Code Code Available A Simple Image Segmentation Framework via In-Context Examples Oct 7, 2024 Decoder Image Segmentation
Code Code Available One Token to Seg Them All: Language Instructed Reasoning Segmentation in Videos Sep 29, 2024 All Image Segmentation
Code Code Available MedCLIP-SAMv2: Towards Universal Text-Driven Medical Image Segmentation Sep 28, 2024 Image Segmentation Medical Image Analysis
Code Code Available 