PyMIC: A deep learning toolkit for annotation-efficient medical image segmentation Aug 19, 2022 Deep Learning Image Segmentation
Code Code Available LViT: Language meets Vision Transformer in Medical Image Segmentation Jun 29, 2022 Image Segmentation Medical Image Segmentation
Code Code Available Diffusion models as plug-and-play priors Jun 17, 2022 Combinatorial Optimization Denoising
Code Code Available MobileOne: An Improved One millisecond Mobile Backbone Jun 8, 2022 Efficient Neural Network Gaze Estimation
Code Code Available FocalClick: Towards Practical Interactive Image Segmentation Apr 6, 2022 Image Segmentation Interactive Segmentation
Code Code Available CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers Mar 9, 2022 3D Object Detection Autonomous Vehicles
Code Code Available UNeXt: MLP-based Rapid Medical Image Segmentation Network Mar 9, 2022 Decoder Image Segmentation
Code Code Available A Data-scalable Transformer for Medical Image Segmentation: Architecture, Model Efficiency, and Benchmark Feb 28, 2022 Image Segmentation Inductive Bias
Code Code Available TransBTSV2: Towards Better and More Efficient Volumetric Segmentation of Medical Images Jan 30, 2022 Brain Tumor Segmentation Image Segmentation
Code Code Available Language-driven Semantic Segmentation Jan 10, 2022 Descriptive Few-Shot Semantic Segmentation
Code Code Available Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images Jan 4, 2022 3D Semantic Segmentation Brain Tumor Segmentation
Code Code Available Mask2Former for Video Instance Segmentation Dec 20, 2021 Image Segmentation Instance Segmentation
Code Code Available Masked-attention Mask Transformer for Universal Image Segmentation Dec 2, 2021 2D Semantic Segmentation Image Segmentation
Code Code Available Open-World Entity Segmentation Jul 29, 2021 Image Manipulation Image Segmentation
Code Code Available Transformer Meets Convolution: A Bilateral Awareness Network for Semantic Segmentation of Very Fine Resolution Urban Scene Images Jun 23, 2021 Autonomous Driving Decision Making
Code Code Available Full Page Handwriting Recognition via Image to Sequence Extraction Mar 11, 2021 Handwriting Recognition Handwritten Text Recognition
Code Code Available TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation Feb 8, 2021 Cardiac Segmentation Decoder
Code Code Available Boundary-Aware Segmentation Network for Mobile and Web Applications Jan 12, 2021 Camouflaged Object Segmentation Decoder
Code Code Available Distribution-Free, Risk-Controlling Prediction Sets Jan 7, 2021 BIG-bench Machine Learning Classification
Code Code Available Segmentation Loss Odyssey May 27, 2020 Image Segmentation Medical Image Segmentation
Code Code Available The Lovász-Softmax loss: A tractable surrogate for the optimization of the intersection-over-union measure in neural networks May 24, 2017 Image Segmentation Segmentation
Code Code Available U-RWKV: Lightweight medical image segmentation with direction-adaptive RWKV Jul 15, 2025 Computational Efficiency Image Segmentation
Code Code Available Rethinking Query-based Transformer for Continual Image Segmentation Jul 10, 2025 Continual Learning Image Segmentation
Code Code Available RSRefSeg 2: Decoupling Referring Remote Sensing Image Segmentation with Foundation Models Jul 8, 2025 cross-modal alignment Image Segmentation
Code Code Available SAMed-2: Selective Memory Enhanced Medical Segment Anything Model Jul 4, 2025 Continual Learning Image Segmentation
Code Code Available DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy Jul 2, 2025 Data Augmentation Generalized Referring Expression Segmentation
Code Code Available Decoupled Seg Tokens Make Stronger Reasoning Video Segmenter and Grounder Jun 28, 2025 Image Segmentation Large Language Model
Code Code Available Rethinking Decoder Design: Improving Biomarker Segmentation Using Depth-to-Space Restoration and Residual Linear Attention Jun 23, 2025 Decoder Image Segmentation
Code Code Available TextBraTS: Text-Guided Volumetric Brain Tumor Segmentation with Innovative Dataset Development and Fusion Module Exploration Jun 20, 2025 Brain Tumor Segmentation Image Segmentation
Code Code Available C3S3: Complementary Competition and Contrastive Selection for Semi-Supervised Medical Image Segmentation Jun 9, 2025 Contrastive Learning Diagnostic
Code Code Available Zero-Shot Tree Detection and Segmentation from Aerial Forest Imagery Jun 3, 2025 Image Segmentation Segmentation
Code Code Available SAM-I2V: Upgrading SAM to Support Promptable Video Segmentation with Less than 0.2% Training Cost Jun 2, 2025 Image Segmentation Semantic Segmentation
Code Code Available LangDAug: Langevin Data Augmentation for Multi-Source Domain Generalization in Medical Image Segmentation May 26, 2025 Data Augmentation Domain Generalization
Code Code Available MSLAU-Net: A Hybird CNN-Transformer Network for Medical Image Segmentation May 24, 2025 Image Segmentation Medical Image Segmentation
Code Code Available CENet: Context Enhancement Network for Medical Image Segmentation May 23, 2025 Decoder Image Segmentation
Code Code Available Background Matters: A Cross-view Bidirectional Modeling Framework for Semi-supervised Medical Image Segmentation May 22, 2025 Image Segmentation Medical Image Segmentation
Code Code Available SAMA-UNet: Enhancing Medical Image Segmentation with Self-Adaptive Mamba-Like Attention and Causal-Resonance Learning May 21, 2025 Image Segmentation Mamba
Code Code Available MedVKAN: Efficient Feature Extraction with Mamba and KAN for Medical Image Segmentation May 17, 2025 Image Segmentation Mamba
Code Code Available HWA-UNETR: Hierarchical Window Aggregate UNETR for 3D Multimodal Gastric Lesion Segmentation May 15, 2025 Image Segmentation Lesion Segmentation
Code Code Available Mamba-Sea: A Mamba-based Framework with Global-to-Local Sequence Augmentation for Generalizable Medical Image Segmentation Apr 24, 2025 Domain Generalization Image Segmentation
Code Code Available Learning from Noisy Pseudo-labels for All-Weather Land Cover Mapping Apr 18, 2025 All Image Segmentation
Code Code Available PraNet-V2: Dual-Supervised Reverse Attention for Medical Image Segmentation Apr 15, 2025 Foreground Segmentation Image Segmentation
Code Code Available Aligning Generative Denoising with Discriminative Objectives Unleashes Diffusion for Visual Perception Apr 15, 2025 Data Augmentation Denoising
Code Code Available HRMedSeg: Unlocking High-resolution Medical Image segmentation via Memory-efficient Attention Modeling Apr 8, 2025 Decoder GPU
Code Code Available STPNet: Scale-aware Text Prompt Network for Medical Image Segmentation Apr 2, 2025 Image Segmentation Language Modeling
Code Code Available Hybrid Global-Local Representation with Augmented Spatial Guidance for Zero-Shot Referring Image Segmentation Apr 1, 2025 Image Segmentation Semantic Segmentation
Code Code Available BiPVL-Seg: Bidirectional Progressive Vision-Language Fusion with Global-Local Alignment for Medical Image Segmentation Mar 30, 2025 cross-modal alignment Image Segmentation
Code Code Available DSU-Net:An Improved U-Net Model Based on DINOv2 and SAM2 with Multi-scale Cross-model Feature Enhancement Mar 27, 2025 Image Segmentation model
Code Code Available ASP-VMUNet: Atrous Shifted Parallel Vision Mamba U-Net for Skin Lesion Segmentation Mar 25, 2025 Image Segmentation Lesion Segmentation
Code Code Available PG-SAM: Prior-Guided SAM with Medical for Multi-organ Segmentation Mar 23, 2025 Image Segmentation Medical Image Segmentation
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