Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/DeepCut

DeepCut

Reported on 10 benchmarks across 6 tasks · 2 papers · 7 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision8 results

Object LocalizationonCOCO_20k
CorLoc· 2022-12-12
61.6
SOTA
DeepCut: Unsupervised Segmentation using Graph Neural Networks Clustering arXiv:2212.05853
Object LocalizationonPASCAL VOC 2012
CorLoc· 2022-12-12
72.2
SOTA
DeepCut: Unsupervised Segmentation using Graph Neural Networks Clustering arXiv:2212.05853
Object LocalizationonPASCAL VOC 2007
CorLoc· 2022-12-12
69.8
SOTA
DeepCut: Unsupervised Segmentation using Graph Neural Networks Clustering arXiv:2212.05853
Instance SegmentationonECSSD
mIoU· 2022-12-12
74.6
best: 77.83 (UnSegArmaNet)
SOTA
DeepCut: Unsupervised Segmentation using Graph Neural Networks Clustering arXiv:2212.05853
Instance SegmentationonDUTS
mIoU· 2022-12-12
59.5
SOTA
DeepCut: Unsupervised Segmentation using Graph Neural Networks Clustering arXiv:2212.05853
Unsupervised Object SegmentationonECSSD
mIoU· 2022-12-12
74.6
best: 77.83 (UnSegArmaNet)
SOTA
DeepCut: Unsupervised Segmentation using Graph Neural Networks Clustering arXiv:2212.05853
Unsupervised Object SegmentationonDUTS
mIoU· 2022-12-12
59.5
SOTA
DeepCut: Unsupervised Segmentation using Graph Neural Networks Clustering arXiv:2212.05853
Pose EstimationonMPII Human Pose
PCKh-0.5· 2015-11-20
82.4
best: 94.3 (PCT (swin-l, test set))
DeepCut: Joint Subset Partition and Labeling for Multi Person Pose Estimation arXiv:1511.06645

Methodology1 result

3DonMPII Human Pose
PCKh-0.5· 2015-11-20
82.4
best: 94.3 (PCT (swin-l, test set))
DeepCut: Joint Subset Partition and Labeling for Multi Person Pose Estimation arXiv:1511.06645

Audio1 result

1 Image, 2*2 StitchionMPII Human Pose
PCKh-0.5· 2015-11-20
82.4
best: 94.3 (PCT (swin-l, test set))
DeepCut: Joint Subset Partition and Labeling for Multi Person Pose Estimation arXiv:1511.06645