| iSeg: An Iterative Refinement-based Framework for Training-free Segmentation | Sep 5, 2024 | Image GenerationSegmentation | CodeCode Available | 1 |
| Large-scale Unsupervised Semantic Segmentation | Jun 6, 2021 | DiversityRepresentation Learning | CodeCode Available | 1 |
| Leveraging Hidden Positives for Unsupervised Semantic Segmentation | Mar 27, 2023 | Contrastive LearningSemantic Segmentation | CodeCode Available | 1 |
| LogoSP: Local-global Grouping of Superpoints for Unsupervised Semantic Segmentation of 3D Point Clouds | Jun 9, 2025 | 3D Semantic SegmentationSegmentation | CodeCode Available | 1 |
| Morphology-inspired Unsupervised Gland Segmentation via Selective Semantic Grouping | Jul 22, 2023 | PrognosisSegmentation | CodeCode Available | 1 |
| Mumford-Shah Loss Functional for Image Segmentation with Deep Learning | Apr 5, 2019 | Deep LearningImage Segmentation | CodeCode Available | 1 |
| Multiple Fusion Adaptation: A Strong Framework for Unsupervised Semantic Segmentation Adaptation | Dec 1, 2021 | Domain AdaptationPseudo Label | CodeCode Available | 1 |
| Optical Flow boosts Unsupervised Localization and Segmentation | Jul 25, 2023 | Lifelong learningObject | CodeCode Available | 1 |
| Peekaboo: Text to Image Diffusion Models are Zero-Shot Segmentors | Nov 23, 2022 | SegmentationSemantic Segmentation | CodeCode Available | 1 |
| Perceptual Grouping in Contrastive Vision-Language Models | Oct 18, 2022 | Object LocalizationRepresentation Learning | CodeCode Available | 1 |
| PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in Clustering | Mar 30, 2021 | ClusteringInductive Bias | CodeCode Available | 1 |
| PointDC: Unsupervised Semantic Segmentation of 3D Point Clouds via Cross-Modal Distillation and Super-Voxel Clustering | Jan 1, 2023 | ClusteringSegmentation | CodeCode Available | 1 |
| Progressive Proxy Anchor Propagation for Unsupervised Semantic Segmentation | Jul 17, 2024 | Contrastive LearningSegmentation | CodeCode Available | 1 |
| ReCo: Retrieve and Co-segment for Zero-shot Transfer | Jun 14, 2022 | RetrievalSegmentation | CodeCode Available | 1 |
| Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation | Mar 8, 2020 | Domain AdaptationPrediction | CodeCode Available | 1 |
| Self-Supervised Learning of Object Parts for Semantic Segmentation | Apr 27, 2022 | Community DetectionImage Segmentation | CodeCode Available | 1 |
| Self-Supervised Visual Representation Learning with Semantic Grouping | May 30, 2022 | Contrastive LearningInstance Segmentation | CodeCode Available | 1 |
| Semantic-Guided Zero-Shot Learning for Low-Light Image/Video Enhancement | Oct 3, 2021 | Image EnhancementLow-Light Image Enhancement | CodeCode Available | 1 |
| SmooSeg: Smoothness Prior for Unsupervised Semantic Segmentation | Oct 27, 2023 | SegmentationSelf-Supervised Learning | CodeCode Available | 1 |
| Unsupervised Semantic Segmentation Through Depth-Guided Feature Correlation and Sampling | Sep 21, 2023 | Feature CorrelationSemantic Segmentation | CodeCode Available | 1 |
| Time Does Tell: Self-Supervised Time-Tuning of Dense Image Representations | Aug 22, 2023 | Self-Supervised LearningSemantic Segmentation | CodeCode Available | 1 |
| TransFGU: A Top-down Approach to Fine-Grained Unsupervised Semantic Segmentation | Dec 2, 2021 | SegmentationSelf-Supervised Learning | CodeCode Available | 1 |
| Uncovering the Inner Workings of STEGO for Safe Unsupervised Semantic Segmentation | Apr 14, 2023 | Dimensionality ReductionSemantic Segmentation | CodeCode Available | 1 |
| Unsupervised Hierarchical Semantic Segmentation with Multiview Cosegmentation and Clustering Transformers | Apr 25, 2022 | ClusteringSegmentation | CodeCode Available | 1 |
| Unsupervised Object Localization: Observing the Background to Discover Objects | Dec 15, 2022 | Instance SegmentationObject | CodeCode Available | 1 |
