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SotA/Computer Vision/Action Localization

Action Localization

290 benchmarks369 papers

Action Localization is finding the spatial and temporal co ordinates for an action in a video. An action localization model will identify which frame an action start and ends in video and return the x,y coordinates of an action. Further the co ordinates will change when the object performing action undergoes a displacement.

Benchmarks

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

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

Action Localization on Breakfast

AccF1@50%Average F1F1@25%F1@10%EditF1mIoUJSDPrecisionRecall

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)

Action Localization on Kinetics-Skeleton dataset

AccuracyGFLOPS per prediction

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)

Action Localization on 50 Salads

AccF1@50%F1@25%F1@10%EditF1

Action Localization on GTEA

F1@50%F1@25%F1@10%AccEditmAP@0.1:0.7mAP@0.5

Action Localization on THUMOS 2014

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

Action Localization on ActivityNet-1.2

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

Action Localization on N-UCLA

AccuracyData Modality (Joint, Bone, Motion)

Action Localization on FineAction

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

Action Localization on HACS

Average-mAPmAP@0.5mAP@0.75mAP@0.95

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)

Action Localization on J-HMDB

Accuracy (RGB+pose)Accuracy (pose)

Action Localization on Youtube INRIA Instructional

F1AccPrecisionRecallmIoU

Action Localization on COIN

Frame accuracy

Action Localization on Casia V1+

AUCBalanced Accuracy

Action Localization on DSO-1

AUCBalanced Accuracy

Action Localization on UAV-Human

CSv1(%)CSv2(%)

Action Localization on COVERAGE

Balanced AccuracyAUC

Action Localization on CocoGlide

Balanced AccuracyAUC

Action Localization on Columbia

AUCBalanced Accuracy

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

Action Localization on AVA-Kinetics

val mAPtest mAP

Action Localization on Assembly101

Actions Top-1F1@10%F1@25%F1@50%EditMoFVerbs Top-1Object Top-1

Action Localization on CrossTask

Recall

Action Localization on PKU-MMD

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

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

28 gestures accuracy14 gestures accuracySpeed (FPS)No. Parameters

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

Action Localization on JHMDB (2D poses only)

Average accuracy of 3 splitsAccuracyNo. parameters

Action Localization on JIGSAWS

Edit DistanceAccuracyF1@10F1@25F1@50

Action Localization on BEOID

mAP@0.1:0.7mAP@0.5

Action Localization on IKEA ASM

F1AccuracyJSDPrecisionRecall

Action Localization on CASIA (OSN-transmitted - Facebook)

AUCF-scoreIntersection over Union

Action Localization on CASIA (OSN-transmitted - Wechat)

AUCIntersection over Unionf-Score

Action Localization on CASIA (OSN-transmitted - Weibo)

AUCIntersection over Unionf-Score

Action Localization on CASIA (OSN-transmitted - Whatsapp)

AUCIntersection over Unionf-Score

Action Localization on Columbia (OSN-transmitted - Facebook)

AUCf-ScoreIntersection over Union

Action Localization on Columbia (OSN-transmitted - Wechat)

AUCf-ScoreIntersection over Union

Action Localization on Columbia (OSN-transmitted - Weibo)

AUCf-ScoreIntersection over Union

Action Localization on Columbia (OSN-transmitted - Whatsapp)

AUCf-ScoreIntersection over Union

Action Localization on DSO (OSN-transmitted - Facebook)

AUCf-ScoreIntersection over Union

Action Localization on DSO (OSN-transmitted - Wechat)

AUCf-ScoreIntersection over Union

Action Localization on DSO (OSN-transmitted - Weibo)

AUCf-ScoreIntersection over Union

Action Localization on DSO (OSN-transmitted - Whatsapp)

AUCf-ScoreIntersection over Union

Action Localization on First-Person Hand Action Benchmark

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

Action Localization on NIST (OSN-transmitted - Facebook)

AUCf-ScoreIntersection over Union

Action Localization on NIST (OSN-transmitted - Wechat)

AUCf-ScoreIntersection over Union

Action Localization on NIST (OSN-transmitted - Weibo)

AUCf-ScoreIntersection over Union

Action Localization on NIST (OSN-transmitted - Whatsapp)

AUCf-ScoreIntersection over Union

Action Localization on Gaming 3D (G3D)

Accuracy

Action Localization on H2O (2 Hands and Objects)

Accuracy

Action Localization on JHMDB Pose Tracking

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

Action Localization on NTU60-X

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

Action Localization on THUMOS' 14

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

Action Localization on UPenn Action

Accuracy

Action Localization on Drive&Act

mean per-class accuracy

Action Localization on Florence 3D

Accuracy

Action Localization on J-HMBD Early Action

10%

Action Localization on MSSD

mean average accuracy

Action Localization on MUSES

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

Action Localization on TCG-dataset

AccF1-ScoreJaccard Index

Action Localization on UT-Kinect

Accuracy

Action Localization on zsRE

edit successlocalityportabilityfluency

Action Localization on 100 sleep nights of 8 caregivers

10%

Action Localization on 50Salads

AccEditF1@10%F1@25%F1@50%

Action Localization on ActEV

mAP

Action Localization on ActivityNet Captions

Average F1Average PrecisionAverage Recall

Action Localization on DogCentric

Accuracy

Action Localization on Ego4D MQ test

Average mAPRecall@1x (tIoU=0.5)

Action Localization on Ego4D MQ val

Average mAPRecall@1x (tIoU=0.5)

Action Localization on HMDB51

AccuracyAverage accuracy of 3 splits

Action Localization on Kinetics-400

Actions Top-1 (S1)

Action Localization on MEXaction2

mAP

Action Localization on MPII Cooking 2 Dataset

AccuracymIoU

Action Localization on SBU / SBU-Refine

Accuracy

Action Localization on THUMOS'14

mAP IOU@0.5

Action Localization on UCF101

Accuracy

Action Localization on UCF101-24

mAP@0.2

Action Localization on CAD-120

Accuracy

Action Localization on HDM05

Accuracy

Action Localization on MSR Action3D

Accuracy

Action Localization on MSR ActionPairs

Accuracy

Action Localization on MSRC-12

Accuracy

Action Localization on SYSU 3D

Accuracy

Action Localization on Skeletics-152

Accuracy (Cross-Subject)

Action Localization on Skeleton-Mimetics

Accuracy (%)

Action Localization on UWA3D

Accuracy

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

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