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SotA/Computer Vision/Temporal Action Localization

Temporal Action Localization

238 benchmarks1477 papers

Temporal Action Localization aims to detect activities in the video stream and output beginning and end timestamps. It is closely related to Temporal Action Proposal Generation.

Benchmarks

Temporal Action Localization 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

Temporal Action Localization 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

Temporal Action Localization on THUMOS’14

mAP IOU@0.5mAP IOU@0.3mAP IOU@0.4mAP IOU@0.7mAP IOU@0.6Avg mAP (0.3:0.7)mAP IOU@0.1mAP IOU@0.2mAP@0.5mAP@AVG(0.1:0.9)mAP IOU@0.8mAP IOU@0.9avg-mAP (0.1-0.5)

Temporal Action Localization on Kinetics-Skeleton dataset

AccuracyGFLOPS per prediction

Temporal Action Localization on ActivityNet-1.3

mAPmAP IOU@0.5mAP IOU@0.75mAP IOU@0.95mAP@0.5mAP@0.5:0.95AR@100AUC (val)AUC (test)

Temporal Action Localization on THUMOS 2014

mAP@0.5mAP@0.1:0.7mAP@0.1:0.5

Temporal Action Localization on ActivityNet-1.2

mAP@0.5Mean mAPmAP IOU@0.5mAP IOU@0.1mAP IOU@0.3mAP IOU@0.7

Temporal Action Localization on N-UCLA

AccuracyData Modality (Joint, Bone, Motion)

Temporal Action Localization on FineAction

mAPmAP IOU@0.5mAP IOU@0.75mAP IOU@0.95

Temporal Action Localization on HACS

Average-mAPmAP@0.5mAP@0.75mAP@0.95

Temporal Action Localization on THUMOS14

avg-mAP (0.3-0.7)avg-mAP (0.1:0.7)avg-mAP (0.1-0.5)Avg mAP (0.3:0.7)

Temporal Action Localization on J-HMDB

Accuracy (RGB+pose)Accuracy (pose)

Temporal Action Localization on Casia V1+

AUCBalanced Accuracy

Temporal Action Localization on DSO-1

AUCBalanced Accuracy

Temporal Action Localization on UAV-Human

CSv1(%)CSv2(%)

Temporal Action Localization on COVERAGE

Balanced AccuracyAUC

Temporal Action Localization on CocoGlide

Balanced AccuracyAUC

Temporal Action Localization on Columbia

AUCBalanced Accuracy

Temporal Action Localization on MultiTHUMOS

Average mAPmAP IOU@0.5mAP IOU@0.7mAP IOU@0.2mAP IOU@0.1mAP IOU@0.3mAP IOU@0.9mAP IOU@0.4mAP IOU@0.6mAP IOU@0.8

Temporal Action Localization on Assembly101

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

Temporal Action Localization on CrossTask

Recall

Temporal Action Localization on PKU-MMD

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

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

28 gestures accuracy14 gestures accuracySpeed (FPS)No. Parameters

Temporal Action Localization on EPIC-KITCHENS-100

Avg mAP (0.1-0.5)mAP IOU@0.1mAP IOU@0.2mAP IOU@0.3mAP IOU@0.4mAP IOU@0.5

Temporal Action Localization on GTEA

mAP@0.1:0.7mAP@0.5

Temporal Action Localization on JHMDB (2D poses only)

Average accuracy of 3 splitsAccuracyNo. parameters

Temporal Action Localization on BEOID

mAP@0.1:0.7mAP@0.5

Temporal Action Localization on CASIA (OSN-transmitted - Facebook)

AUCF-scoreIntersection over Union

Temporal Action Localization on CASIA (OSN-transmitted - Wechat)

AUCIntersection over Unionf-Score

Temporal Action Localization on CASIA (OSN-transmitted - Weibo)

AUCIntersection over Unionf-Score

Temporal Action Localization on CASIA (OSN-transmitted - Whatsapp)

AUCIntersection over Unionf-Score

Temporal Action Localization on Columbia (OSN-transmitted - Facebook)

AUCf-ScoreIntersection over Union

Temporal Action Localization on Columbia (OSN-transmitted - Wechat)

AUCf-ScoreIntersection over Union

Temporal Action Localization on Columbia (OSN-transmitted - Weibo)

AUCf-ScoreIntersection over Union

Temporal Action Localization on Columbia (OSN-transmitted - Whatsapp)

AUCf-ScoreIntersection over Union

Temporal Action Localization on DSO (OSN-transmitted - Facebook)

AUCf-ScoreIntersection over Union

Temporal Action Localization on DSO (OSN-transmitted - Wechat)

AUCf-ScoreIntersection over Union

Temporal Action Localization on DSO (OSN-transmitted - Weibo)

AUCf-ScoreIntersection over Union

Temporal Action Localization on DSO (OSN-transmitted - Whatsapp)

AUCf-ScoreIntersection over Union

Temporal Action Localization on First-Person Hand Action Benchmark

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

Temporal Action Localization on NIST (OSN-transmitted - Facebook)

AUCf-ScoreIntersection over Union

Temporal Action Localization on NIST (OSN-transmitted - Wechat)

AUCf-ScoreIntersection over Union

Temporal Action Localization on NIST (OSN-transmitted - Weibo)

AUCf-ScoreIntersection over Union

Temporal Action Localization on NIST (OSN-transmitted - Whatsapp)

AUCf-ScoreIntersection over Union

Temporal Action Localization on Gaming 3D (G3D)

Accuracy

Temporal Action Localization on H2O (2 Hands and Objects)

Accuracy

Temporal Action Localization on JHMDB Pose Tracking

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

Temporal Action Localization on NTU60-X

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

Temporal Action Localization on THUMOS' 14

AR@100AR@1000AR@200AR@50AR@500avg-mAP (0.1:0.7)

Temporal Action Localization on UPenn Action

Accuracy

Temporal Action Localization on Drive&Act

mean per-class accuracy

Temporal Action Localization on Florence 3D

Accuracy

Temporal Action Localization on J-HMBD Early Action

10%

Temporal Action Localization on MSSD

mean average accuracy

Temporal Action Localization on MUSES

mAPmAP@0.3mAP@0.4mAP@0.5mAP@0.6mAP@0.7

Temporal Action Localization on TCG-dataset

AccF1-ScoreJaccard Index

Temporal Action Localization on UT-Kinect

Accuracy

Temporal Action Localization on zsRE

edit successlocalityportabilityfluency

Temporal Action Localization on 100 sleep nights of 8 caregivers

10%

Temporal Action Localization on ActEV

mAP

Temporal Action Localization on ActivityNet Captions

Average F1Average PrecisionAverage Recall

Temporal Action Localization on DogCentric

Accuracy

Temporal Action Localization on Ego4D MQ test

Average mAPRecall@1x (tIoU=0.5)

Temporal Action Localization on Ego4D MQ val

Average mAPRecall@1x (tIoU=0.5)

Temporal Action Localization on HMDB51

AccuracyAverage accuracy of 3 splits

Temporal Action Localization on Kinetics-400

Actions Top-1 (S1)

Temporal Action Localization on MEXaction2

mAP

Temporal Action Localization on SBU / SBU-Refine

Accuracy

Temporal Action Localization on THUMOS'14

mAP IOU@0.5

Temporal Action Localization on UCF101

Accuracy

Temporal Action Localization on UCF101-24

mAP@0.2

Temporal Action Localization on CAD-120

Accuracy

Temporal Action Localization on HDM05

Accuracy

Temporal Action Localization on MSR Action3D

Accuracy

Temporal Action Localization on MSR ActionPairs

Accuracy

Temporal Action Localization on MSRC-12

Accuracy

Temporal Action Localization on SYSU 3D

Accuracy

Temporal Action Localization on Skeletics-152

Accuracy (Cross-Subject)

Temporal Action Localization on Skeleton-Mimetics

Accuracy (%)

Temporal Action Localization on UWA3D

Accuracy

Temporal Action Localization on Varying-view RGB-D Action-Skeleton

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