| Self-adversarial Multi-scale Contrastive Learning for Semantic Segmentation of Thermal Facial Images | Sep 21, 2022 | Contrastive LearningImage Augmentation | CodeCode Available | 1 | 5 |
| Self-Correlation and Cross-Correlation Learning for Few-Shot Remote Sensing Image Semantic Segmentation | Sep 11, 2023 | Few-Shot LearningSegmentation | CodeCode Available | 1 | 5 |
| Boundary-aware Transformers for Skin Lesion Segmentation | Oct 8, 2021 | Inductive BiasLesion Segmentation | CodeCode Available | 1 | 5 |
| MedVKAN: Efficient Feature Extraction with Mamba and KAN for Medical Image Segmentation | May 17, 2025 | Image SegmentationMamba | CodeCode Available | 1 | 5 |
| Memory-based Semantic Segmentation for Off-road Unstructured Natural Environments | Aug 12, 2021 | Autonomous DrivingSegmentation | CodeCode Available | 1 | 5 |
| Group-Wise Learning for Weakly Supervised Semantic Segmentation | Dec 1, 2021 | Graph Neural NetworkObject Localization | CodeCode Available | 1 | 5 |
| Co-training with High-Confidence Pseudo Labels for Semi-supervised Medical Image Segmentation | Jan 11, 2023 | Image SegmentationLeft Atrium Segmentation | CodeCode Available | 1 | 5 |
| Grid Saliency for Context Explanations of Semantic Segmentation | Jul 30, 2019 | image-classificationImage Classification | CodeCode Available | 1 | 5 |
| Boundary-Aware Network for Kidney Parsing | Aug 29, 2022 | DecoderImage Segmentation | CodeCode Available | 1 | 5 |
| Self-Sampling Meta SAM: Enhancing Few-shot Medical Image Segmentation with Meta-Learning | Aug 31, 2023 | DecoderFew-Shot Learning | CodeCode Available | 1 | 5 |
| CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image Segmentation | Mar 4, 2021 | Image SegmentationInductive Bias | CodeCode Available | 1 | 5 |
| GSN: Generalisable Segmentation in Neural Radiance Field | Feb 7, 2024 | Segmentation | CodeCode Available | 1 | 5 |
| Attention GhostUNet++: Enhanced Segmentation of Adipose Tissue and Liver in CT Images | Apr 14, 2025 | Computational EfficiencyLiver Segmentation | CodeCode Available | 1 | 5 |
| Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach | Jul 26, 2023 | Few-Shot LearningFew-Shot Semantic Segmentation | CodeCode Available | 1 | 5 |
| GSVA: Generalized Segmentation via Multimodal Large Language Models | Dec 15, 2023 | DecoderGeneralized Referring Expression Segmentation | CodeCode Available | 1 | 5 |
| Self-Supervised Learning of Lidar Segmentation for Autonomous Indoor Navigation | Dec 10, 2020 | NavigatePoint Cloud Segmentation | CodeCode Available | 1 | 5 |
| Self-Supervised Monocular Depth Estimation with Internal Feature Fusion | Oct 18, 2021 | Depth EstimationMonocular Depth Estimation | CodeCode Available | 1 | 5 |
| GSPN: Generative Shape Proposal Network for 3D Instance Segmentation in Point Cloud | Dec 8, 2018 | 3D Instance Segmentation3D Object Detection | CodeCode Available | 1 | 5 |
| Agriculture-Vision: A Large Aerial Image Database for Agricultural Pattern Analysis | Jan 5, 2020 | SegmentationSemantic Segmentation | CodeCode Available | 1 | 5 |
| CAMS: Convolution and Attention-Free Mamba-based Cardiac Image Segmentation | Jun 9, 2024 | Cardiac SegmentationDecoder | CodeCode Available | 1 | 5 |
| Guided Interactive Video Object Segmentation Using Reliability-Based Attention Maps | Apr 21, 2021 | Interactive SegmentationInteractive Video Object Segmentation | CodeCode Available | 1 | 5 |
| GT U-Net: A U-Net Like Group Transformer Network for Tooth Root Segmentation | Sep 30, 2021 | AnatomySegmentation | CodeCode Available | 1 | 5 |
| Self-Supervised Unseen Object Instance Segmentation via Long-Term Robot Interaction | Feb 7, 2023 | Instance SegmentationMulti-Object Tracking | CodeCode Available | 1 | 5 |
| Self-Supervised Vessel Segmentation via Adversarial Learning | Jan 1, 2021 | Domain AdaptationSegmentation | CodeCode Available | 1 | 5 |
| Open-vocabulary Object Segmentation with Diffusion Models | Jan 12, 2023 | Image SegmentationObject | CodeCode Available | 1 | 5 |
| Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation | Jul 20, 2020 | Cardiac SegmentationFew-Shot Semantic Segmentation | CodeCode Available | 1 | 5 |
| Boundary-Aware Network for Abdominal Multi-Organ Segmentation | Aug 29, 2022 | DecoderImage Segmentation | CodeCode Available | 1 | 5 |
| Cooperative Self-Training for Multi-Target Adaptive Semantic Segmentation | Oct 4, 2022 | Domain AdaptationMulti-target Domain Adaptation | CodeCode Available | 1 | 5 |
| Cooperative Training and Latent Space Data Augmentation for Robust Medical Image Segmentation | Jul 2, 2021 | Data AugmentationImage Reconstruction | CodeCode Available | 1 | 5 |
| Semantic-Aware Domain Generalized Segmentation | Apr 2, 2022 | Domain GeneralizationSegmentation | CodeCode Available | 1 | 5 |
| Hard Exudate Segmentation Supplemented by Super-Resolution with Multi-scale Attention Fusion Module | Nov 17, 2022 | Boundary DetectionSegmentation | CodeCode Available | 1 | 5 |
| HarDNet-MSEG: A Simple Encoder-Decoder Polyp Segmentation Neural Network that Achieves over 0.9 Mean Dice and 86 FPS | Jan 18, 2021 | DecoderGPU | CodeCode Available | 1 | 5 |
| CoReS: Orchestrating the Dance of Reasoning and Segmentation | Apr 8, 2024 | Reasoning SegmentationSegmentation | CodeCode Available | 1 | 5 |
| HarDNet-DFUS: An Enhanced Harmonically-Connected Network for Diabetic Foot Ulcer Image Segmentation and Colonoscopy Polyp Segmentation | Sep 15, 2022 | DecoderImage Segmentation | CodeCode Available | 1 | 5 |
| CP2: Copy-Paste Contrastive Pretraining for Semantic Segmentation | Mar 22, 2022 | Contrastive LearningRepresentation Learning | CodeCode Available | 1 | 5 |
| HashSet - A Dataset For Hashtag Segmentation | Jun 1, 2022 | SegmentationSpecificity | CodeCode Available | 1 | 5 |
| Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation | Oct 30, 2022 | Image SegmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| Med-TTT: Vision Test-Time Training model for Medical Image Segmentation | Oct 3, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| Semantics-aware Multi-modal Domain Translation:From LiDAR Point Clouds to Panoramic Color Images | Jun 26, 2021 | SegmentationSemantic Segmentation | CodeCode Available | 1 | 5 |
| Cost Aggregation Is All You Need for Few-Shot Segmentation | Dec 22, 2021 | AllDecoder | CodeCode Available | 1 | 5 |
| Semantic Segmentation-assisted Scene Completion for LiDAR Point Clouds | Sep 23, 2021 | 3D Semantic Scene Completion3D Semantic Segmentation | CodeCode Available | 1 | 5 |
| HCMA-UNet: A Hybrid CNN-Mamba UNet with Axial Self-Attention for Efficient Breast Cancer Segmentation | Jan 1, 2025 | Computational EfficiencyLesion Segmentation | CodeCode Available | 1 | 5 |
| Correlation-Aware Mutual Learning for Semi-supervised Medical Image Segmentation | Jul 12, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| HFT: Lifting Perspective Representations via Hybrid Feature Transformation | Apr 11, 2022 | Autonomous DrivingDecision Making | CodeCode Available | 1 | 5 |
| Attentive Symmetric Autoencoder for Brain MRI Segmentation | Sep 19, 2022 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation | Jun 7, 2023 | SegmentationSemantic Segmentation | CodeCode Available | 1 | 5 |
| CosPGD: an efficient white-box adversarial attack for pixel-wise prediction tasks | Feb 4, 2023 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| SemanticSugarBeets: A Multi-Task Framework and Dataset for Inspecting Harvest and Storage Characteristics of Sugar Beets | Apr 23, 2025 | SegmentationSemantic Segmentation | CodeCode Available | 1 | 5 |
| SemFlow: Binding Semantic Segmentation and Image Synthesis via Rectified Flow | May 30, 2024 | DiversityImage Generation | CodeCode Available | 1 | 5 |
| Med-Query: Steerable Parsing of 9-DoF Medical Anatomies with Query Embedding | Dec 5, 2022 | AnatomyComputed Tomography (CT) | CodeCode Available | 1 | 5 |