| CSC-Unet: A Novel Convolutional Sparse Coding Strategy Based Neural Network for Semantic Segmentation | Aug 1, 2021 | SegmentationSemantic Segmentation | CodeCode Available | 1 | 5 |
| IBoxCLA: Towards Robust Box-supervised Segmentation of Polyp via Improved Box-dice and Contrastive Latent-anchors | Oct 11, 2023 | Segmentation | CodeCode Available | 1 | 5 |
| Illumination-based Transformations Improve Skin Lesion Segmentation in Dermoscopic Images | Mar 23, 2020 | Lesion SegmentationSegmentation | CodeCode Available | 1 | 5 |
| CriDiff: Criss-cross Injection Diffusion Framework via Generative Pre-train for Prostate Segmentation | Jun 20, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| CRIS: CLIP-Driven Referring Image Segmentation | Nov 30, 2021 | Contrastive LearningDecoder | CodeCode Available | 1 | 5 |
| IFSeg: Image-free Semantic Segmentation via Vision-Language Model | Mar 25, 2023 | Image SegmentationLanguage Modeling | CodeCode Available | 1 | 5 |
| 4D Panoptic LiDAR Segmentation | Feb 24, 2021 | 4D Panoptic SegmentationBenchmarking | CodeCode Available | 1 | 5 |
| Image Segmentation Using Deep Learning: A Survey | Jan 15, 2020 | DecoderDeep Learning | CodeCode Available | 1 | 5 |
| Improving anatomical plausibility in medical image segmentation via hybrid graph neural networks: applications to chest x-ray analysis | Mar 21, 2022 | DecoderImage Segmentation | CodeCode Available | 1 | 5 |
| Boundary-assisted Region Proposal Networks for Nucleus Segmentation | Jun 4, 2020 | Boundary DetectionInstance Segmentation | CodeCode Available | 1 | 5 |
| CrOC: Cross-View Online Clustering for Dense Visual Representation Learning | Mar 23, 2023 | ClusteringOnline Clustering | CodeCode Available | 1 | 5 |
| Cross-Modality Multi-Atlas Segmentation via Deep Registration and Label Fusion | Feb 4, 2022 | Computational EfficiencyImage Registration | CodeCode Available | 1 | 5 |
| MONAIfbs: MONAI-based fetal brain MRI deep learning segmentation | Mar 21, 2021 | Brain SegmentationDeep Learning | CodeCode Available | 1 | 5 |
| Motion-supervised Co-Part Segmentation | Apr 7, 2020 | SegmentationUnsupervised Human Pose Estimation | CodeCode Available | 1 | 5 |
| Implicit Anatomical Rendering for Medical Image Segmentation with Stochastic Experts | Apr 6, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| Spotting Temporally Precise, Fine-Grained Events in Video | Jul 20, 2022 | Action DetectionAction Spotting | CodeCode Available | 1 | 5 |
| I-MedSAM: Implicit Medical Image Segmentation with Segment Anything | Nov 28, 2023 | DecoderImage Segmentation | CodeCode Available | 1 | 5 |
| Image-Text Co-Decomposition for Text-Supervised Semantic Segmentation | Apr 5, 2024 | Contrastive LearningLanguage Modeling | CodeCode Available | 1 | 5 |
| 'Squeeze & Excite' Guided Few-Shot Segmentation of Volumetric Images | Feb 4, 2019 | Few-Shot LearningImage Segmentation | CodeCode Available | 1 | 5 |
| SqueezeSegV3: Spatially-Adaptive Convolution for Efficient Point-Cloud Segmentation | Apr 3, 2020 | 3D Semantic SegmentationPoint Cloud Segmentation | CodeCode Available | 1 | 5 |
| MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation | Jun 16, 2020 | Action SegmentationSegmentation | CodeCode Available | 1 | 5 |
| SS-ADA: A Semi-Supervised Active Domain Adaptation Framework for Semantic Segmentation | Jun 17, 2024 | Active LearningDomain Adaptation | CodeCode Available | 1 | 5 |
| Annotation-efficient deep learning for automatic medical image segmentation | Dec 9, 2020 | Deep LearningImage Segmentation | CodeCode Available | 1 | 5 |
| Implicit Integration of Superpixel Segmentation into Fully Convolutional Networks | Mar 5, 2021 | Depth EstimationMonocular Depth Estimation | CodeCode Available | 1 | 5 |
| Improving Aleatoric Uncertainty Quantification in Multi-Annotated Medical Image Segmentation with Normalizing Flows | Aug 4, 2021 | Decision MakingImage Segmentation | CodeCode Available | 1 | 5 |
| Multi-Object Tracking and Segmentation via Neural Message Passing | Jul 15, 2022 | Multi-Object TrackingMulti-Object Tracking and Segmentation | CodeCode Available | 1 | 5 |
| Instruction-guided Multi-Granularity Segmentation and Captioning with Large Multimodal Model | Sep 20, 2024 | Image CaptioningPanoptic Segmentation | CodeCode Available | 1 | 5 |
| Cross-Domain Few-Shot Semantic Segmentation | Mar 24, 2022 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | CodeCode Available | 1 | 5 |
| Implicit Motion Handling for Video Camouflaged Object Detection | Mar 14, 2022 | Camouflaged Object SegmentationMotion Estimation | CodeCode Available | 1 | 5 |
| Occlusion-Aware Seamless Segmentation | Jul 2, 2024 | BenchmarkingDomain Adaptation | CodeCode Available | 1 | 5 |
| Importance of Aligning Training Strategy with Evaluation for Diffusion Models in 3D Multiclass Segmentation | Mar 10, 2023 | DenoisingImage Segmentation | CodeCode Available | 1 | 5 |
| Improving Across-Dataset Brain Tissue Segmentation Using Transformer | Jan 21, 2022 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| Stem-leaf segmentation and phenotypic trait extraction of maize shoots from three-dimensional point cloud | Sep 7, 2020 | Segmentation | CodeCode Available | 1 | 5 |
| Pavementscapes: a large-scale hierarchical image dataset for asphalt pavement damage segmentation | Jul 24, 2022 | Deep LearningPlaying the Game of 2048 | CodeCode Available | 1 | 5 |
| S^2-FPN: Scale-ware Strip Attention Guided Feature Pyramid Network for Real-time Semantic Segmentation | Jun 15, 2022 | 2D Semantic SegmentationReal-Time Semantic Segmentation | CodeCode Available | 1 | 5 |
| Stillleben: Realistic Scene Synthesis for Deep Learning in Robotics | May 12, 2020 | Deep Learningobject-detection | CodeCode Available | 1 | 5 |
| Stochastic Segmentation with Conditional Categorical Diffusion Models | Mar 15, 2023 | Autonomous DrivingDenoising | CodeCode Available | 1 | 5 |
| Resolving label uncertainty with implicit posterior models | Feb 28, 2022 | Common Sense ReasoningSegmentation | CodeCode Available | 1 | 5 |
| SymTC: A Symbiotic Transformer-CNN Net for Instance Segmentation of Lumbar Spine MRI | Jan 17, 2024 | Data AugmentationImage Segmentation | CodeCode Available | 1 | 5 |
| Auto-Compressing Subset Pruning for Semantic Image Segmentation | Jan 26, 2022 | channel selectionImage Segmentation | CodeCode Available | 1 | 5 |
| From Claims to Evidence: A Unified Framework and Critical Analysis of CNN vs. Transformer vs. Mamba in Medical Image Segmentation | Mar 3, 2025 | BenchmarkingComputational Efficiency | CodeCode Available | 1 | 5 |
| Style Blind Domain Generalized Semantic Segmentation via Covariance Alignment and Semantic Consistence Contrastive Learning | Mar 10, 2024 | Contrastive LearningDecoder | CodeCode Available | 1 | 5 |
| Subspace Prototype Guidance for Mitigating Class Imbalance in Point Cloud Semantic Segmentation | Aug 20, 2024 | SegmentationSemantic Segmentation | CodeCode Available | 1 | 5 |
| SUM: A Benchmark Dataset of Semantic Urban Meshes | Feb 27, 2021 | 3D Semantic SegmentationSegmentation | CodeCode Available | 1 | 5 |
| Boundary and Entropy-driven Adversarial Learning for Fundus Image Segmentation | Jun 26, 2019 | Domain AdaptationImage Segmentation | CodeCode Available | 0 | 5 |
| Bottom-Up Shift and Reasoning for Referring Image Segmentation | Jun 19, 2021 | Image SegmentationSegmentation | CodeCode Available | 0 | 5 |
| Model Guidance via Explanations Turns Image Classifiers into Segmentation Models | Jul 3, 2024 | Decoderimage-classification | CodeCode Available | 0 | 5 |
| Modeling Multimodal Aleatoric Uncertainty in Segmentation with Mixture of Stochastic Experts | Dec 14, 2022 | Segmentation | CodeCode Available | 0 | 5 |
| Modality-Independent Brain Lesion Segmentation with Privacy-aware Continual Learning | Mar 26, 2025 | Continual LearningKnowledge Distillation | CodeCode Available | 0 | 5 |
| Model-based inexact graph matching on top of CNNs for semantic scene understanding | Jan 18, 2023 | Brain SegmentationDeep Learning | CodeCode Available | 0 | 5 |
