| Unsupervised Universal Image Segmentation | Dec 28, 2023 | Image SegmentationInstance Segmentation | CodeCode Available | 2 | 5 |
| Unsupervised Semantic Segmentation by Distilling Feature Correspondences | Mar 16, 2022 | FormSemantic Segmentation | CodeCode Available | 2 | 5 |
| What the DAAM: Interpreting Stable Diffusion Using Cross Attention | Oct 10, 2022 | DenoisingDescriptive | CodeCode Available | 2 | 5 |
| Learn to Rectify the Bias of CLIP for Unsupervised Semantic Segmentation | Jan 1, 2024 | SegmentationSemantic Segmentation | CodeCode Available | 2 | 5 |
| Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised Semantic Segmentation and Localization | May 16, 2022 | graph partitioningSegmentation | CodeCode Available | 2 | 5 |
| ReCLIP++: Learn to Rectify the Bias of CLIP for Unsupervised Semantic Segmentation | Aug 13, 2024 | SegmentationSemantic Segmentation | CodeCode Available | 2 | 5 |
| Scene-Centric Unsupervised Panoptic Segmentation | Apr 2, 2025 | Instance SegmentationPanoptic Segmentation | CodeCode Available | 2 | 5 |
| Urban1960SatSeg: Unsupervised Semantic Segmentation of Mid-20^th century Urban Landscapes with Satellite Imageries | Jun 11, 2025 | SegmentationSelf-Supervised Learning | CodeCode Available | 2 | 5 |
| EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation | Mar 3, 2024 | ObjectRepresentation Learning | CodeCode Available | 2 | 5 |
| DiffCut: Catalyzing Zero-Shot Semantic Segmentation with Diffusion Features and Recursive Normalized Cut | Jun 5, 2024 | Image SegmentationSegmentation | CodeCode Available | 2 | 5 |
| Causal Unsupervised Semantic Segmentation | Oct 11, 2023 | Causal InferencePrediction | CodeCode Available | 1 | 5 |
| Morphology-inspired Unsupervised Gland Segmentation via Selective Semantic Grouping | Jul 22, 2023 | PrognosisSegmentation | CodeCode Available | 1 | 5 |
| Deep Clustering for Unsupervised Learning of Visual Features | Jul 15, 2018 | ClusteringDeep Clustering | CodeCode Available | 1 | 5 |
| Deep ContourFlow: Advancing Active Contours with Deep Learning | Jul 15, 2024 | Deep LearningImage Segmentation | CodeCode Available | 1 | 5 |
| LogoSP: Local-global Grouping of Superpoints for Unsupervised Semantic Segmentation of 3D Point Clouds | Jun 9, 2025 | 3D Semantic SegmentationSegmentation | CodeCode Available | 1 | 5 |
| Mumford-Shah Loss Functional for Image Segmentation with Deep Learning | Apr 5, 2019 | Deep LearningImage Segmentation | CodeCode Available | 1 | 5 |
| Multiple Fusion Adaptation: A Strong Framework for Unsupervised Semantic Segmentation Adaptation | Dec 1, 2021 | Domain AdaptationPseudo Label | CodeCode Available | 1 | 5 |
| Large-scale Unsupervised Semantic Segmentation | Jun 6, 2021 | DiversityRepresentation Learning | CodeCode Available | 1 | 5 |
| Drive&Segment: Unsupervised Semantic Segmentation of Urban Scenes via Cross-modal Distillation | Mar 21, 2022 | Image SegmentationSegmentation | CodeCode Available | 1 | 5 |
| Boosting Unsupervised Semantic Segmentation with Principal Mask Proposals | Apr 25, 2024 | Representation LearningSegmentation | CodeCode Available | 1 | 5 |
| CrOC: Cross-View Online Clustering for Dense Visual Representation Learning | Mar 23, 2023 | ClusteringOnline Clustering | CodeCode Available | 1 | 5 |
| iSeg: An Iterative Refinement-based Framework for Training-free Segmentation | Sep 5, 2024 | Image GenerationSegmentation | CodeCode Available | 1 | 5 |
| Invariant Information Clustering for Unsupervised Image Classification and Segmentation | Jul 17, 2018 | ClusteringGeneral Classification | CodeCode Available | 1 | 5 |
| Attention-based Transformation from Latent Features to Point Clouds | Dec 10, 2021 | Point Cloud CompletionPoint Cloud Generation | CodeCode Available | 1 | 5 |
| Component-aware anomaly detection framework for adjustable and logical industrial visual inspection | May 15, 2023 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 1 | 5 |
