| Diffusion-based Data Augmentation for Nuclei Image Segmentation | Oct 22, 2023 | Data AugmentationImage Generation | CodeCode Available | 1 |
| CosPGD: an efficient white-box adversarial attack for pixel-wise prediction tasks | Feb 4, 2023 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Masked Diffusion as Self-supervised Representation Learner | Aug 10, 2023 | DenoisingMedical Image Segmentation | CodeCode Available | 1 |
| DiffInfinite: Large Mask-Image Synthesis via Parallel Random Patch Diffusion in Histopathology | Jun 23, 2023 | Image GenerationSegmentation | CodeCode Available | 1 |
| BoxTeacher: Exploring High-Quality Pseudo Labels for Weakly Supervised Instance Segmentation | Oct 11, 2022 | Box-supervised Instance SegmentationInstance Segmentation | CodeCode Available | 1 |
| Co-training with High-Confidence Pseudo Labels for Semi-supervised Medical Image Segmentation | Jan 11, 2023 | Image SegmentationLeft Atrium Segmentation | CodeCode Available | 1 |
| MaskSplit: Self-supervised Meta-learning for Few-shot Semantic Segmentation | Oct 23, 2021 | Few-Shot LearningFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Mask Transfiner for High-Quality Instance Segmentation | Nov 26, 2021 | Instance SegmentationSegmentation | CodeCode Available | 1 |
| MAS-SAM: Segment Any Marine Animal with Aggregated Features | Apr 24, 2024 | DecoderImage Segmentation | CodeCode Available | 1 |
| Comparative study of deep learning methods for the automatic segmentation of lung, lesion and lesion type in CT scans of COVID-19 patients | Jul 29, 2020 | Lesion SegmentationOverall - Test | CodeCode Available | 1 |
| DIAS: A Dataset and Benchmark for Intracranial Artery Segmentation in DSA sequences | Jun 21, 2023 | Dimensionality ReductionImage Segmentation | CodeCode Available | 1 |
| MatchSeg: Towards Better Segmentation via Reference Image Matching | Mar 23, 2024 | Domain GeneralizationFew-Shot Learning | CodeCode Available | 1 |
| Differentiable Soft-Masked Attention | Jun 1, 2022 | ObjectSegmentation | CodeCode Available | 1 |
| CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image Segmentation | Mar 4, 2021 | Image SegmentationInductive Bias | CodeCode Available | 1 |
| ASP-VMUNet: Atrous Shifted Parallel Vision Mamba U-Net for Skin Lesion Segmentation | Mar 25, 2025 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| A Simple Video Segmenter by Tracking Objects Along Axial Trajectories | Nov 30, 2023 | GPUObject | CodeCode Available | 1 |
| ASQuery: A Query-based Model for Action Segmentation | Sep 30, 2024 | Action SegmentationDecoder | CodeCode Available | 1 |
| mc-BEiT: Multi-choice Discretization for Image BERT Pre-training | Mar 29, 2022 | Instance Segmentationobject-detection | CodeCode Available | 1 |
| DifFSS: Diffusion Model for Few-Shot Semantic Segmentation | Jul 3, 2023 | Few-Shot Semantic SegmentationImage Generation | CodeCode Available | 1 |
| MCPA: Multi-scale Cross Perceptron Attention Network for 2D Medical Image Segmentation | Jul 27, 2023 | Image SegmentationMedical Image Analysis | CodeCode Available | 1 |
| Discovering Object Masks with Transformers for Unsupervised Semantic Segmentation | Jun 13, 2022 | ObjectSegmentation | CodeCode Available | 1 |
| BoxSnake: Polygonal Instance Segmentation with Box Supervision | Mar 21, 2023 | Box-supervised Instance SegmentationInstance Segmentation | CodeCode Available | 1 |
| MedContext: Learning Contextual Cues for Efficient Volumetric Medical Segmentation | Feb 27, 2024 | Medical Image AnalysisSegmentation | CodeCode Available | 1 |
| MEDIAR: Harmony of Data-Centric and Model-Centric for Multi-Modality Microscopy | Dec 7, 2022 | Cell SegmentationElectron Microscopy Image Segmentation | CodeCode Available | 1 |
| DFormer: Diffusion-guided Transformer for Universal Image Segmentation | Jun 6, 2023 | DecoderDenoising | CodeCode Available | 1 |
| Medical Image Segmentation Using Squeeze-and-Expansion Transformers | May 20, 2021 | Brain Tumor SegmentationDomain Generalization | CodeCode Available | 1 |
| BoxShrink: From Bounding Boxes to Segmentation Masks | Aug 5, 2022 | Segmentation | CodeCode Available | 1 |
| Medical Transformer: Gated Axial-Attention for Medical Image Segmentation | Feb 21, 2021 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| BoxPolyp:Boost Generalized Polyp Segmentation Using Extra Coarse Bounding Box Annotations | Dec 7, 2022 | Segmentation | CodeCode Available | 1 |
| D-Former: A U-shaped Dilated Transformer for 3D Medical Image Segmentation | Jan 3, 2022 | DecoderImage Segmentation | CodeCode Available | 1 |
| Development of accurate human head models for personalized electromagnetic dosimetry using deep learning | Feb 21, 2020 | Segmentation | CodeCode Available | 1 |
| DEU-Net: Dual-Encoder U-Net for Automated Skin Lesion Segmentation | Nov 28, 2023 | DecoderDiversity | CodeCode Available | 1 |
| Devil is in Channels: Contrastive Single Domain Generalization for Medical Image Segmentation | Jun 8, 2023 | DisentanglementDomain Adaptation | CodeCode Available | 1 |
| Detection-segmentation convolutional neural network for autonomous vehicle perception | Jun 30, 2023 | Autonomous Vehiclesobject-detection | CodeCode Available | 1 |
| MedVKAN: Efficient Feature Extraction with Mamba and KAN for Medical Image Segmentation | May 17, 2025 | Image SegmentationMamba | CodeCode Available | 1 |
| CompFeat: Comprehensive Feature Aggregation for Video Instance Segmentation | Dec 7, 2020 | Instance SegmentationSegmentation | CodeCode Available | 1 |
| DeVIS: Making Deformable Transformers Work for Video Instance Segmentation | Jul 22, 2022 | Instance Segmentationobject-detection | CodeCode Available | 1 |
| Affinity Attention Graph Neural Network for Weakly Supervised Semantic Segmentation | Jun 8, 2021 | Box-supervised Instance SegmentationGraph Neural Network | CodeCode Available | 1 |
| Complementary Network with Adaptive Receptive Fields for Melanoma Segmentation | Jan 12, 2020 | Lesion SegmentationSegmentation | CodeCode Available | 1 |
| Complementary Patch for Weakly Supervised Semantic Segmentation | Aug 9, 2021 | SegmentationSemantic Segmentation | CodeCode Available | 1 |
| DG-TTA: Out-of-domain Medical Image Segmentation through Augmentation and Descriptor-driven Domain Generalization and Test-Time Adaptation | Dec 11, 2023 | Domain AdaptationDomain Generalization | CodeCode Available | 1 |
| Bounding Box-Guided Diffusion for Synthesizing Industrial Images and Segmentation Map | May 6, 2025 | Dataset GenerationSegmentation | CodeCode Available | 1 |
| MetaSeg: MetaFormer-based Global Contexts-aware Network for Efficient Semantic Segmentation | Aug 14, 2024 | Computational EfficiencyDecoder | CodeCode Available | 1 |
| Synthetic optical coherence tomography angiographs for detailed retinal vessel segmentation without human annotations | Jun 19, 2023 | Domain AdaptationRetinal Vessel Segmentation | CodeCode Available | 1 |
| Affinity Fusion Graph-based Framework for Natural Image Segmentation | Jun 24, 2020 | ClusteringImage Segmentation | CodeCode Available | 1 |
| CPCM: Contextual Point Cloud Modeling for Weakly-supervised Point Cloud Semantic Segmentation | Jul 19, 2023 | Representation LearningScene Understanding | CodeCode Available | 1 |
| CompNet: Complementary Segmentation Network for Brain MRI Extraction | Mar 27, 2018 | DecoderImage Segmentation | CodeCode Available | 1 |
| MicroSegNet: A Deep Learning Approach for Prostate Segmentation on Micro-Ultrasound Images | May 31, 2023 | Segmentation | CodeCode Available | 1 |
| CP2: Copy-Paste Contrastive Pretraining for Semantic Segmentation | Mar 22, 2022 | Contrastive LearningRepresentation Learning | CodeCode Available | 1 |
| DeSTSeg: Segmentation Guided Denoising Student-Teacher for Anomaly Detection | Nov 21, 2022 | Anomaly DetectionDecoder | CodeCode Available | 1 |
