| MisMatch: Calibrated Segmentation via Consistency on Differential Morphological Feature Perturbations with Limited Labels | Oct 23, 2021 | Decoderimage-classification | CodeCode Available | 1 |
| MISSFormer: An Effective Medical Image Segmentation Transformer | Sep 15, 2021 | Cardiac SegmentationImage Segmentation | CodeCode Available | 1 |
| Compositor: Bottom-up Clustering and Compositing for Robust Part and Object Segmentation | Jun 12, 2023 | ClusteringObject | CodeCode Available | 1 |
| Affinity LCFCN: Learning to Segment Fish with Weak Supervision | Nov 6, 2020 | Segmentation | CodeCode Available | 1 |
| Comprehensive Comparison of Deep Learning Models for Lung and COVID-19 Lesion Segmentation in CT scans | Sep 10, 2020 | GPUImage Segmentation | CodeCode Available | 1 |
| Comprehensive framework for evaluation of deep neural networks in detection and quantification of lymphoma from PET/CT images: clinical insights, pitfalls, and observer agreement analyses | Nov 16, 2023 | Lesion DetectionLesion Segmentation | CodeCode Available | 1 |
| Affinity Space Adaptation for Semantic Segmentation Across Domains | Sep 26, 2020 | Domain AdaptationSegmentation | CodeCode Available | 1 |
| CrossMoDA 2021 challenge: Benchmark of Cross-Modality Domain Adaptation techniques for Vestibular Schwannoma and Cochlea Segmentation | Jan 8, 2022 | Brain SegmentationDomain Adaptation | CodeCode Available | 1 |
| RankSeg: Adaptive Pixel Classification with Image Category Ranking for Segmentation | Mar 8, 2022 | ClassificationInstance Segmentation | CodeCode Available | 1 |
| MMFlood: A Multimodal Dataset for Flood Delineation From Satellite Imagery | Sep 2, 2022 | Claim VerificationSegmentation | CodeCode Available | 1 |
| Diff-UNet: A Diffusion Embedded Network for Volumetric Segmentation | Mar 18, 2023 | DenoisingSegmentation | CodeCode Available | 1 |
| Diffusion-based Data Augmentation for Nuclei Image Segmentation | Oct 22, 2023 | Data AugmentationImage Generation | CodeCode Available | 1 |
| Comprehensive segmentation of deep grey nuclei from structural MRI data | Mar 27, 2025 | Segmentation | CodeCode Available | 1 |
| Modality Cycles with Masked Conditional Diffusion for Unsupervised Anomaly Segmentation in MRI | Aug 30, 2023 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 |
| Bounding Box-Guided Diffusion for Synthesizing Industrial Images and Segmentation Map | May 6, 2025 | Dataset GenerationSegmentation | CodeCode Available | 1 |
| Modeling the Background for Incremental Learning in Semantic Segmentation | Feb 3, 2020 | Continual LearningDisjoint 10-1 | CodeCode Available | 1 |
| Cross-Modal Conditioned Reconstruction for Language-guided Medical Image Segmentation | Apr 3, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Modeling the Probabilistic Distribution of Unlabeled Data forOne-shot Medical Image Segmentation | Feb 3, 2021 | Data AugmentationImage Segmentation | CodeCode Available | 1 |
| D-Former: A U-shaped Dilated Transformer for 3D Medical Image Segmentation | Jan 3, 2022 | DecoderImage Segmentation | CodeCode Available | 1 |
| DeVIS: Making Deformable Transformers Work for Video Instance Segmentation | Jul 22, 2022 | Instance Segmentationobject-detection | CodeCode Available | 1 |
| Morphology-Enhanced CAM-Guided SAM for weakly supervised Breast Lesion Segmentation | Nov 18, 2023 | Lesion SegmentationSegmentation | CodeCode Available | 1 |
| Stitching, Fine-tuning, Re-training: A SAM-enabled Framework for Semi-supervised 3D Medical Image Segmentation | Mar 17, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| DFormer: Diffusion-guided Transformer for Universal Image Segmentation | Jun 6, 2023 | DecoderDenoising | 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 |
| A Strong Baseline for Generalized Few-Shot Semantic Segmentation | Nov 25, 2022 | Few-Shot Semantic SegmentationGeneralized Few-Shot Semantic Segmentation | CodeCode Available | 1 |
| MouseSIS: A Frames-and-Events Dataset for Space-Time Instance Segmentation of Mice | Sep 5, 2024 | Instance SegmentationSegmentation | CodeCode Available | 1 |
| DEU-Net: Dual-Encoder U-Net for Automated Skin Lesion Segmentation | Nov 28, 2023 | DecoderDiversity | CodeCode Available | 1 |
| MPViT: Multi-Path Vision Transformer for Dense Prediction | Dec 21, 2021 | Instance Segmentationobject-detection | CodeCode Available | 1 |
| Concurrent Misclassification and Out-of-Distribution Detection for Semantic Segmentation via Energy-Based Normalizing Flow | May 16, 2023 | Anomaly DetectionOut-of-Distribution Detection | CodeCode Available | 1 |
| Learning Hierarchical Image Segmentation For Recognition and By Recognition | Oct 1, 2022 | Computational Efficiencyimage-classification | CodeCode Available | 1 |
| Development of accurate human head models for personalized electromagnetic dosimetry using deep learning | Feb 21, 2020 | Segmentation | CodeCode Available | 1 |
| BoundarySqueeze: Image Segmentation as Boundary Squeezing | May 25, 2021 | Image SegmentationInstance Segmentation | CodeCode Available | 1 |
| MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping | Sep 17, 2024 | DecoderFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| MSeg3D: Multi-modal 3D Semantic Segmentation for Autonomous Driving | Mar 15, 2023 | 3D Semantic SegmentationAutonomous Driving | CodeCode Available | 1 |
| Conditional Boundary Loss for Semantic Segmentation | Jul 5, 2023 | SegmentationSemantic Segmentation | CodeCode Available | 1 |
| Detection-segmentation convolutional neural network for autonomous vehicle perception | Jun 30, 2023 | Autonomous Vehiclesobject-detection | CodeCode Available | 1 |
| Conditional Convolutions for Instance Segmentation | Mar 12, 2020 | Instance SegmentationSegmentation | CodeCode Available | 1 |
| MT-UDA: Towards Unsupervised Cross-modality Medical Image Segmentation with Limited Source Labels | Mar 23, 2022 | Domain AdaptationImage Segmentation | CodeCode Available | 1 |
| Conditional Diffusion Models for Weakly Supervised Medical Image Segmentation | Jun 6, 2023 | DenoisingImage Generation | CodeCode Available | 1 |
| Conditional diffusion model with spatial attention and latent embedding for medical image segmentation | Feb 10, 2025 | HippocampusImage Segmentation | CodeCode Available | 1 |
| Cross-Modal Progressive Comprehension for Referring Segmentation | May 15, 2021 | AttributeImage Segmentation | CodeCode Available | 1 |
| Multi-Attention Network for Compressed Video Referring Object Segmentation | Jul 26, 2022 | ObjectReferring Expression Segmentation | CodeCode Available | 1 |
| ACEnet: Anatomical Context-Encoding Network for Neuroanatomy Segmentation | Feb 13, 2020 | Computational EfficiencyDeep Learning | CodeCode Available | 1 |
| Multi-Class Segmentation from Aerial Views using Recursive Noise Diffusion | Dec 1, 2022 | DenoisingNavigate | CodeCode Available | 1 |
| A survey of loss functions for semantic segmentation | Jun 26, 2020 | Image SegmentationSegmentation | CodeCode Available | 1 |
| Devil is in Channels: Contrastive Single Domain Generalization for Medical Image Segmentation | Jun 8, 2023 | DisentanglementDomain Adaptation | CodeCode Available | 1 |
| A Foundation Model for Brain Lesion Segmentation with Mixture of Modality Experts | May 16, 2024 | Lesion SegmentationSegmentation | CodeCode Available | 1 |
| Multi-interactive Feature Learning and a Full-time Multi-modality Benchmark for Image Fusion and Segmentation | Aug 4, 2023 | Autonomous DrivingSegmentation | CodeCode Available | 1 |
| Multi-label affordance mapping from egocentric vision | Sep 5, 2023 | Affordance DetectionSegmentation | CodeCode Available | 1 |
| DHR: Dual Features-Driven Hierarchical Rebalancing in Inter- and Intra-Class Regions for Weakly-Supervised Semantic Segmentation | Mar 30, 2024 | SegmentationSemantic Segmentation | CodeCode Available | 1 |
