SOTAVerified

Unsupervised Object Segmentation

Papers

Showing 2639 of 39 papers

TitleStatusHype
Scaling White-Box Transformers for Vision0
Language-Mediated, Object-Centric Representation Learning0
Self-supervised Video Object Segmentation by Motion Grouping0
SlotDiffusion: Object-Centric Generative Modeling with Diffusion Models0
Iterative Knowledge Exchange Between Deep Learning and Space-Time Spectral Clustering for Unsupervised Segmentation in Videos0
Guess What Moves: Unsupervised Video and Image Segmentation by Anticipating Motion0
DyStaB: Unsupervised Object Segmentation via Dynamic-Static Bootstrapping0
TokenCut: Segmenting Objects in Images and Videos with Self-supervised Transformer and Normalized Cut0
Learning Foreground-Background Segmentation from Improved Layered GANs0
Unsupervised Object Segmentation with Explicit Localization Module0
Unsupervised Multi-object Segmentation by Predicting Probable Motion Patterns0
Aligning Instance-Semantic Sparse Representation towards Unsupervised Object Segmentation and Shape Abstraction with Repeatable Primitives0
Unsupervised object segmentation in video by efficient selection of highly probable positive features0
Probing neural representations of scene perception in a hippocampally dependent task using artificial neural networks0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1RCF (with Post-Processing)J score83Unverified
2RCF (without Post-Processing)J score80.9Unverified
3MODJ score73.9Unverified
4OCLRJ score72.1Unverified
5GWMJ score71.2Unverified
6EMJ score69.8Unverified
7MGJ score68.3Unverified
8SIMOJ score67.8Unverified
9AMDJ score57.8Unverified
#ModelMetricClaimedVerifiedStatus
1RCF (with post-processing)mIoU79.6Unverified
2RCF (without post-processing)mIoU76.7Unverified
3OCLRmIoU67.6Unverified
4GWMmIoU66.7Unverified
5MODmIoU62.2Unverified
6SIMOmIoU62Unverified
7TokenCutmIoU59.6Unverified
8AMDmIoU57Unverified
#ModelMetricClaimedVerifiedStatus
1RCF (with post-processing)mIoU72.4Unverified
2RCF (without post-processing)mIoU69.9Unverified
3OCLRmIoU65.4Unverified
4MODmIoU61.3Unverified
5GWMmIoU60.9Unverified
6TokenCutmIoU60.2Unverified
7AMDmIoU47.5Unverified
#ModelMetricClaimedVerifiedStatus
1ASTARI-FG0.87Unverified
2GENESIS-V2ARI-FG0.84Unverified
3SlotAttentionARI-FG0.79Unverified
4GENESISARI-FG0.63Unverified
5MONET-GARI-FG0.54Unverified
#ModelMetricClaimedVerifiedStatus
1ASTARI-FG0.82Unverified
2GENESIS-V2ARI-FG0.81Unverified
3SlotAttentionARI-FG0.76Unverified
4MONET-GARI-FG0.7Unverified
5GENESISARI-FG0.7Unverified
#ModelMetricClaimedVerifiedStatus
1GENESIS-V2ARI0.55Unverified
2MONET-GARI0.11Unverified
3GENESISARI0.04Unverified
4SlotAttentionARI0.03Unverified
#ModelMetricClaimedVerifiedStatus
1UnSegArmaNetmIoU77.83Unverified
2DeepCutmIoU74.6Unverified
#ModelMetricClaimedVerifiedStatus
1DeepCutmIoU59.5Unverified