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SotA/Natural Language Processing/3D Action Recognition

3D Action Recognition

149 benchmarks91 papers

Image: Rahmani et al

Benchmarks

3D Action Recognition on NTU RGB+D

Accuracy (CS)Accuracy (CV)Ensembled ModalitiesAccuracy (12 unseen classes)Accuracy (5 unseen classes)Random Split AccuracyGFLOPs per predCross Subject AccuracyCross View AccuracyHarmonic Mean (5 unseen classes)Harmonic Mean (12 unseen classes)Random Split Harmonic Mean

3D Action Recognition on NTU RGB+D 120

Accuracy (Cross-Subject)Accuracy (Cross-Setup)Ensembled ModalitiesGFLOPS per predictionAccuracy (10 unseen classes)Accuracy (24 unseen classes)Random Split AccuracyHarmonic Mean (10 unseen classes)Harmonic Mean (24 unseen classes)Random Split Harmonic Mean

3D Action Recognition on Kinetics-Skeleton dataset

AccuracyGFLOPS per prediction

3D Action Recognition on N-UCLA

AccuracyData Modality (Joint, Bone, Motion)

3D Action Recognition on J-HMDB

Accuracy (RGB+pose)Accuracy (pose)

3D Action Recognition on Casia V1+

AUCBalanced Accuracy

3D Action Recognition on DSO-1

AUCBalanced Accuracy

3D Action Recognition on UAV-Human

CSv1(%)CSv2(%)

3D Action Recognition on COVERAGE

Balanced AccuracyAUC

3D Action Recognition on CocoGlide

Balanced AccuracyAUC

3D Action Recognition on Columbia

AUCBalanced Accuracy

3D Action Recognition on Assembly101

Actions Top-1Verbs Top-1Object Top-1

3D Action Recognition on PKU-MMD

Random Split AccuracymAP@0.50 (CV)mAP@0.50 (CS)Accuracy (Cross-Subject)Random Split Harmonic Mean

3D Action Recognition on SHREC 2017 track on 3D Hand Gesture Recognition

28 gestures accuracy14 gestures accuracySpeed (FPS)No. Parameters

3D Action Recognition on JHMDB (2D poses only)

Average accuracy of 3 splitsAccuracyNo. parameters

3D Action Recognition on CASIA (OSN-transmitted - Facebook)

AUCF-scoreIntersection over Union

3D Action Recognition on CASIA (OSN-transmitted - Wechat)

AUCIntersection over Unionf-Score

3D Action Recognition on CASIA (OSN-transmitted - Weibo)

AUCIntersection over Unionf-Score

3D Action Recognition on CASIA (OSN-transmitted - Whatsapp)

AUCIntersection over Unionf-Score

3D Action Recognition on Columbia (OSN-transmitted - Facebook)

AUCf-ScoreIntersection over Union

3D Action Recognition on Columbia (OSN-transmitted - Wechat)

AUCf-ScoreIntersection over Union

3D Action Recognition on Columbia (OSN-transmitted - Weibo)

AUCf-ScoreIntersection over Union

3D Action Recognition on Columbia (OSN-transmitted - Whatsapp)

AUCf-ScoreIntersection over Union

3D Action Recognition on DSO (OSN-transmitted - Facebook)

AUCf-ScoreIntersection over Union

3D Action Recognition on DSO (OSN-transmitted - Wechat)

AUCf-ScoreIntersection over Union

3D Action Recognition on DSO (OSN-transmitted - Weibo)

AUCf-ScoreIntersection over Union

3D Action Recognition on DSO (OSN-transmitted - Whatsapp)

AUCf-ScoreIntersection over Union

3D Action Recognition on First-Person Hand Action Benchmark

1:1 Accuracy1:3 Accuracy3:1 AccuracyCross-person Accuracy

3D Action Recognition on NIST (OSN-transmitted - Facebook)

AUCf-ScoreIntersection over Union

3D Action Recognition on NIST (OSN-transmitted - Wechat)

AUCf-ScoreIntersection over Union

3D Action Recognition on NIST (OSN-transmitted - Weibo)

AUCf-ScoreIntersection over Union

3D Action Recognition on NIST (OSN-transmitted - Whatsapp)

AUCf-ScoreIntersection over Union

3D Action Recognition on Gaming 3D (G3D)

Accuracy

3D Action Recognition on H2O (2 Hands and Objects)

Accuracy

3D Action Recognition on JHMDB Pose Tracking

PCK@0.1PCK@0.2PCK@0.3PCK@0.4PCK@0.5

3D Action Recognition on NTU60-X

Accuracy (Body + Fingers joints)Accuracy (Body joints)Accuracy (Body + Fingers + Face joints)

3D Action Recognition on UPenn Action

Accuracy

3D Action Recognition on Drive&Act

mean per-class accuracy

3D Action Recognition on Florence 3D

Accuracy

3D Action Recognition on J-HMBD Early Action

10%

3D Action Recognition on TCG-dataset

AccF1-ScoreJaccard Index

3D Action Recognition on UT-Kinect

Accuracy

3D Action Recognition on zsRE

edit successlocalityportabilityfluency

3D Action Recognition on 100 sleep nights of 8 caregivers

10%

3D Action Recognition on HMDB51

AccuracyAverage accuracy of 3 splits

3D Action Recognition on Kinetics-400

Actions Top-1 (S1)

3D Action Recognition on SBU / SBU-Refine

Accuracy

3D Action Recognition on UCF101

Accuracy

3D Action Recognition on CAD-120

Accuracy

3D Action Recognition on HDM05

Accuracy

3D Action Recognition on MSR Action3D

Accuracy

3D Action Recognition on MSR ActionPairs

Accuracy

3D Action Recognition on MSRC-12

Accuracy

3D Action Recognition on SYSU 3D

Accuracy

3D Action Recognition on Skeletics-152

Accuracy (Cross-Subject)

3D Action Recognition on Skeleton-Mimetics

Accuracy (%)

3D Action Recognition on UWA3D

Accuracy

3D Action Recognition on Varying-view RGB-D Action-Skeleton

Accuracy (CS)Accuracy (CV I)Accuracy (CV II)Accuracy (AV I)Accuracy (AV II)