| Network-Free, Unsupervised Semantic Segmentation With Synthetic Images | Jan 1, 2023 | SegmentationSemantic Segmentation | —Unverified | 0 |
| Unsupervised Object Localization: Observing the Background to Discover Objects | Dec 15, 2022 | Instance SegmentationObject | CodeCode Available | 1 |
| Extracting Semantic Knowledge from GANs with Unsupervised Learning | Nov 30, 2022 | Image GenerationImage Segmentation | —Unverified | 0 |
| Rethinking Alignment and Uniformity in Unsupervised Semantic Segmentation | Nov 26, 2022 | Representation LearningSegmentation | —Unverified | 0 |
| Copy-Pasting Coherent Depth Regions Improves Contrastive Learning for Urban-Scene Segmentation | Nov 25, 2022 | Contrastive LearningDepth Estimation | CodeCode Available | 0 |
| Peekaboo: Text to Image Diffusion Models are Zero-Shot Segmentors | Nov 23, 2022 | SegmentationSemantic Segmentation | CodeCode Available | 1 |
| Unsupervised Image Semantic Segmentation through Superpixels and Graph Neural Networks | Oct 21, 2022 | Image SegmentationSegmentation | —Unverified | 0 |
| Perceptual Grouping in Contrastive Vision-Language Models | Oct 18, 2022 | Object LocalizationRepresentation Learning | CodeCode Available | 1 |
| ACSeg: Adaptive Conceptualization for Unsupervised Semantic Segmentation | Oct 12, 2022 | Image SegmentationSemantic Segmentation | —Unverified | 0 |
| What the DAAM: Interpreting Stable Diffusion Using Cross Attention | Oct 10, 2022 | DenoisingDescriptive | CodeCode Available | 2 |
| Latent Space Unsupervised Semantic Segmentation | Jul 22, 2022 | Change Point DetectionSegmentation | —Unverified | 0 |
| Unsupervised Semantic Segmentation with Self-supervised Object-centric Representations | Jul 11, 2022 | ClusteringObject | CodeCode Available | 1 |
| ReCo: Retrieve and Co-segment for Zero-shot Transfer | Jun 14, 2022 | RetrievalSegmentation | CodeCode Available | 1 |
| Discovering Object Masks with Transformers for Unsupervised Semantic Segmentation | Jun 13, 2022 | ObjectSegmentation | CodeCode Available | 1 |
| SERE: Exploring Feature Self-relation for Self-supervised Transformer | Jun 10, 2022 | RelationSelf-Supervised Learning | CodeCode Available | 1 |
| Self-Supervised Visual Representation Learning with Semantic Grouping | May 30, 2022 | Contrastive LearningInstance Segmentation | CodeCode Available | 1 |
| Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised Semantic Segmentation and Localization | May 16, 2022 | graph partitioningSegmentation | CodeCode Available | 2 |
| Self-Supervised Learning of Object Parts for Semantic Segmentation | Apr 27, 2022 | Community DetectionImage Segmentation | CodeCode Available | 1 |
| Unsupervised Hierarchical Semantic Segmentation with Multiview Cosegmentation and Clustering Transformers | Apr 25, 2022 | ClusteringSegmentation | CodeCode Available | 1 |
| SegDiscover: Visual Concept Discovery via Unsupervised Semantic Segmentation | Apr 22, 2022 | Semantic SegmentationUnsupervised Semantic Segmentation | —Unverified | 0 |
| Self-supervised Semantic Segmentation Grounded in Visual Concepts | Mar 25, 2022 | Representation LearningSegmentation | —Unverified | 0 |
| Drive&Segment: Unsupervised Semantic Segmentation of Urban Scenes via Cross-modal Distillation | Mar 21, 2022 | Image SegmentationSegmentation | CodeCode Available | 1 |
| Dense Siamese Network for Dense Unsupervised Learning | Mar 21, 2022 | Self-Supervised LearningSemantic Segmentation | CodeCode Available | 1 |
| Unsupervised Semantic Segmentation by Distilling Feature Correspondences | Mar 16, 2022 | FormSemantic Segmentation | CodeCode Available | 2 |
| Fully Self-Supervised Learning for Semantic Segmentation | Feb 24, 2022 | ClusteringSegmentation | —Unverified | 0 |
| Disentangled Latent Transformer for Interpretable Monocular Height Estimation | Jan 17, 2022 | Semantic SegmentationUnsupervised Semantic Segmentation | —Unverified | 0 |
| Attention-based Transformation from Latent Features to Point Clouds | Dec 10, 2021 | Point Cloud CompletionPoint Cloud Generation | CodeCode Available | 1 |
| TransFGU: A Top-down Approach to Fine-Grained Unsupervised Semantic Segmentation | Dec 2, 2021 | SegmentationSelf-Supervised Learning | CodeCode Available | 1 |
| Multiple Fusion Adaptation: A Strong Framework for Unsupervised Semantic Segmentation Adaptation | Dec 1, 2021 | Domain AdaptationPseudo Label | CodeCode Available | 1 |
| ViCE: Improving Dense Representation Learning by Superpixelization and Contrasting Cluster Assignment | Nov 24, 2021 | Contrastive LearningDomain Generalization | CodeCode Available | 0 |
| InfoSeg: Unsupervised Semantic Image Segmentation with Mutual Information Maximization | Oct 7, 2021 | Image SegmentationRepresentation Learning | —Unverified | 0 |
| Semantic-Guided Zero-Shot Learning for Low-Light Image/Video Enhancement | Oct 3, 2021 | Image EnhancementLow-Light Image Enhancement | CodeCode Available | 1 |
| Unsupervised Portrait Shadow Removal via Generative Priors | Aug 7, 2021 | Shadow RemovalUnsupervised Semantic Segmentation | CodeCode Available | 1 |
| Level generation and style enhancement -- deep learning for game development overview | Jul 15, 2021 | Deep LearningSemantic Segmentation | —Unverified | 0 |
| Segmentation of VHR EO Images using Unsupervised Learning | Jul 9, 2021 | Contrastive LearningDeep Clustering | —Unverified | 0 |
| Unsupervised Image Segmentation by Mutual Information Maximization and Adversarial Regularization | Jul 1, 2021 | Image SegmentationScene Understanding | —Unverified | 0 |
| Large-scale Unsupervised Semantic Segmentation | Jun 6, 2021 | DiversityRepresentation Learning | CodeCode Available | 1 |
| PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in Clustering | Mar 30, 2021 | ClusteringInductive Bias | CodeCode Available | 1 |
| Unsupervised Semantic Segmentation by Contrasting Object Mask Proposals | Feb 11, 2021 | ClusteringObject | CodeCode Available | 1 |
| Autoregressive Unsupervised Image Segmentation | Jul 16, 2020 | ClusteringImage Segmentation | CodeCode Available | 1 |
| Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation | Mar 8, 2020 | Domain AdaptationPrediction | CodeCode Available | 1 |
| SegSort: Segmentation by Discriminative Sorting of Segments | Oct 15, 2019 | ClusteringMetric Learning | CodeCode Available | 0 |
| Mumford-Shah Loss Functional for Image Segmentation with Deep Learning | Apr 5, 2019 | Deep LearningImage Segmentation | CodeCode Available | 1 |
| Invariant Information Clustering for Unsupervised Image Classification and Segmentation | Jul 17, 2018 | ClusteringGeneral Classification | CodeCode Available | 1 |
| Deep Clustering for Unsupervised Learning of Visual Features | Jul 15, 2018 | ClusteringDeep Clustering | CodeCode Available | 1 |
