| MOD-UV: Learning Mobile Object Detectors from Unlabeled Videos | May 23, 2024 | Motion SegmentationObject | CodeCode Available | 1 |
| Benchmarking and Analysis of Unsupervised Object Segmentation from Real-world Single Images | Dec 8, 2023 | BenchmarkingObject | CodeCode Available | 1 |
| ClevrTex: A Texture-Rich Benchmark for Unsupervised Multi-Object Segmentation | Nov 19, 2021 | SegmentationSemantic Segmentation | CodeCode Available | 1 |
| Object Segmentation Without Labels with Large-Scale Generative Models | Jun 8, 2020 | image-classificationImage Classification | CodeCode Available | 1 |
| Bootstrapping Objectness from Videos by Relaxed Common Fate and Visual Grouping | Apr 17, 2023 | Motion SegmentationObject | CodeCode Available | 1 |
| GENESIS: Generative Scene Inference and Sampling with Object-Centric Latent Representations | Jul 30, 2019 | Image GenerationObject Discovery | CodeCode Available | 1 |
| GENESIS-V2: Inferring Unordered Object Representations without Iterative Refinement | Apr 20, 2021 | ClusteringImage Generation | CodeCode Available | 1 |
| Promising or Elusive? Unsupervised Object Segmentation from Real-world Single Images | Oct 5, 2022 | ObjectSemantic Segmentation | CodeCode Available | 1 |
| Refine and Represent: Region-to-Object Representation Learning | Aug 25, 2022 | Instance SegmentationObject | CodeCode Available | 1 |
| Unsupervised Multi-object Segmentation Using Attention and Soft-argmax | May 26, 2022 | Objectobject-detection | CodeCode Available | 1 |
| Segmenting Moving Objects via an Object-Centric Layered Representation | Jul 5, 2022 | Instance SegmentationMotion Segmentation | CodeCode Available | 1 |
| A Simple and Powerful Global Optimization for Unsupervised Video Object Segmentation | Sep 19, 2022 | Clusteringglobal-optimization | CodeCode Available | 1 |
| DeepCut: Unsupervised Segmentation using Graph Neural Networks Clustering | Dec 12, 2022 | ClusteringGraph Neural Network | CodeCode Available | 1 |
| SPOT: Self-Training with Patch-Order Permutation for Object-Centric Learning with Autoregressive Transformers | Dec 1, 2023 | DecoderObject | CodeCode Available | 1 |
| The Emergence of Objectness: Learning Zero-Shot Segmentation from Videos | Nov 11, 2021 | Contrastive LearningImage Segmentation | CodeCode Available | 1 |
| EM-driven unsupervised learning for efficient motion segmentation | Jan 6, 2022 | Data AugmentationMotion Segmentation | CodeCode Available | 1 |
| DyStaB: Unsupervised Object Segmentation via Dynamic-Static Bootstrapping | Aug 16, 2020 | Continual LearningObject | —Unverified | 0 |
| Learning Foreground-Background Segmentation from Improved Layered GANs | Apr 1, 2021 | Generative Adversarial NetworkImage Segmentation | —Unverified | 0 |
| Unsupervised Multi-object Segmentation by Predicting Probable Motion Patterns | Oct 21, 2022 | Image ReconstructionObject | —Unverified | 0 |
| Unsupervised object segmentation in video by efficient selection of highly probable positive features | Apr 19, 2017 | ObjectSemantic Segmentation | —Unverified | 0 |
| Unsupervised Object Segmentation with Explicit Localization Module | Nov 21, 2019 | Image ReconstructionObject | —Unverified | 0 |
| Aligning Instance-Semantic Sparse Representation towards Unsupervised Object Segmentation and Shape Abstraction with Repeatable Primitives | Mar 10, 2025 | Instance SegmentationObject | —Unverified | 0 |
| Guess What Moves: Unsupervised Video and Image Segmentation by Anticipating Motion | May 16, 2022 | Image SegmentationOptical Flow Estimation | —Unverified | 0 |
| Iterative Knowledge Exchange Between Deep Learning and Space-Time Spectral Clustering for Unsupervised Segmentation in Videos | Dec 13, 2020 | ClusteringObject | —Unverified | 0 |
| Language-Mediated, Object-Centric Representation Learning | Dec 31, 2020 | ObjectObject Discovery | —Unverified | 0 |
