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/RF-Action

RF-Action

Reported on 38 benchmarks across 11 tasks · 1 paper · 22 SOTA

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

Computer Vision14 results

VideoonPKU-MMD
mAP@0.50 (CS)· 2019-09-20
92.9
SOTA
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
VideoonPKU-MMD
mAP@0.50 (CV)· 2019-09-20
94.4
SOTA
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
Temporal Action LocalizationonPKU-MMD
mAP@0.50 (CS)· 2019-09-20
92.9
SOTA
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
Temporal Action LocalizationonPKU-MMD
mAP@0.50 (CV)· 2019-09-20
94.4
SOTA
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
Action LocalizationonPKU-MMD
mAP@0.50 (CS)· 2019-09-20
92.9
SOTA
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
Action LocalizationonPKU-MMD
mAP@0.50 (CV)· 2019-09-20
94.4
SOTA
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
Pose EstimationonRF-MMD
mAP (@0.1, Through-wall)· 2019-09-20
86.5
SOTA
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
Pose EstimationonRF-MMD
mAP (@0.1, Visible)· 2019-09-20
90.1
SOTA
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
VideoonNTU RGB+D
Accuracy (CS)· 2019-09-20
86.8
best: 94.3 (Hulk(Finetune, ViT-L))
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
VideoonNTU RGB+D
Accuracy (CV)· 2019-09-20
91.6
best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
Temporal Action LocalizationonNTU RGB+D
Accuracy (CS)· 2019-09-20
86.8
best: 94.3 (Hulk(Finetune, ViT-L))
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
Temporal Action LocalizationonNTU RGB+D
Accuracy (CV)· 2019-09-20
91.6
best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
Action LocalizationonNTU RGB+D
Accuracy (CS)· 2019-09-20
86.8
best: 94.3 (Hulk(Finetune, ViT-L))
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
Action LocalizationonNTU RGB+D
Accuracy (CV)· 2019-09-20
91.6
best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300

Time Series8 results

Action DetectiononPKU-MMD
mAP@0.50 (CS)· 2019-09-20
92.9
SOTA
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
Action DetectiononPKU-MMD
mAP@0.50 (CV)· 2019-09-20
94.4
SOTA
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
Action RecognitiononPKU-MMD
mAP@0.50 (CS)· 2019-09-20
92.9
SOTA
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
Action RecognitiononPKU-MMD
mAP@0.50 (CV)· 2019-09-20
94.4
SOTA
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
Action DetectiononNTU RGB+D
Accuracy (CS)· 2019-09-20
86.8
best: 94.3 (Hulk(Finetune, ViT-L))
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
Action DetectiononNTU RGB+D
Accuracy (CV)· 2019-09-20
91.6
best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
Action RecognitiononNTU RGB+D
Accuracy (CS)· 2019-09-20
86.8
best: 97.4 (DSCNet (RGB + Pose))
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
Action RecognitiononNTU RGB+D
Accuracy (CV)· 2019-09-20
91.6
best: 99.6 (PoseC3D (RGB + Pose))
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300

Methodology6 results

Zero-Shot LearningonPKU-MMD
mAP@0.50 (CS)· 2019-09-20
92.9
SOTA
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
Zero-Shot LearningonPKU-MMD
mAP@0.50 (CV)· 2019-09-20
94.4
SOTA
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
3DonRF-MMD
mAP (@0.1, Through-wall)· 2019-09-20
86.5
SOTA
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
3DonRF-MMD
mAP (@0.1, Visible)· 2019-09-20
90.1
SOTA
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
Zero-Shot LearningonNTU RGB+D
Accuracy (CS)· 2019-09-20
86.8
best: 94.3 (Hulk(Finetune, ViT-L))
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
Zero-Shot LearningonNTU RGB+D
Accuracy (CV)· 2019-09-20
91.6
best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300

Robots4 results

Activity RecognitiononPKU-MMD
mAP@0.50 (CS)· 2019-09-20
92.9
SOTA
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
Activity RecognitiononPKU-MMD
mAP@0.50 (CV)· 2019-09-20
94.4
SOTA
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
Activity RecognitiononNTU RGB+D
Accuracy (CS)· 2019-09-20
86.8
best: 97.4 (DSCNet (RGB + Pose))
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
Activity RecognitiononNTU RGB+D
Accuracy (CV)· 2019-09-20
91.6
best: 99.6 (PoseC3D (RGB + Pose))
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300

Natural Language Processing4 results

3D Action RecognitiononPKU-MMD
mAP@0.50 (CS)· 2019-09-20
92.9
SOTA
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
3D Action RecognitiononPKU-MMD
mAP@0.50 (CV)· 2019-09-20
94.4
SOTA
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
3D Action RecognitiononNTU RGB+D
Accuracy (CS)· 2019-09-20
86.8
best: 94.3 (Hulk(Finetune, ViT-L))
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
3D Action RecognitiononNTU RGB+D
Accuracy (CV)· 2019-09-20
91.6
best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300

Audio2 results

1 Image, 2*2 StitchionRF-MMD
mAP (@0.1, Through-wall)· 2019-09-20
86.5
SOTA
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300
1 Image, 2*2 StitchionRF-MMD
mAP (@0.1, Visible)· 2019-09-20
90.1
SOTA
Making the Invisible Visible: Action Recognition Through Walls and Occlusions arXiv:1909.09300