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SotA/Robots/Activity Recognition

Activity Recognition

365 benchmarks1322 papers

Human Activity Recognition is the problem of identifying events performed by humans given a video input. It is formulated as a binary (or multiclass) classification problem of outputting activity class labels. Activity Recognition is an important problem with many societal applications including smart surveillance, video search/retrieval, intelligent robots, and other monitoring systems.

<span class="description-source">Source: Learning Latent Sub-events in Activity Videos Using Temporal Attention Filters </span>

Benchmarks

Activity 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)FID (CS)FID (CV)Random Split Harmonic Mean

Activity Recognition on UCF101

3-fold Accuracy1:1 AccuracyAccuracyAccuracy 20%Testsplit-1 Top-1 AccuracyPre-Training DatasetFrozen

Activity Recognition on Something-Something V2

Top-1 AccuracyTop-5 AccuracyParametersGFLOPs

Activity Recognition on HMDB-51

Average accuracy of 3 splits

Activity Recognition on Something-Something V1

Top 1 AccuracyTop 5 AccuracyParam.GFLOPs

Activity Recognition on NTU RGB+D 120

Accuracy (Cross-Subject)Accuracy (Cross-Setup)Ensembled ModalitiesGFLOPS per predictionAccuracy (10 unseen classes)Accuracy (24 unseen classes)xsub (%)xset (%)Random Split AccuracyHarmonic Mean (10 unseen classes)Harmonic Mean (24 unseen classes)Random Split Harmonic MeanFID (CS)FID (CV)EncoderClassifier

Activity Recognition on HMDB51

Top-1 Accuracy1:1 AccuracyAccuracyAverage accuracy of 3 splitsPre-Training DatasetFrozen

Activity Recognition on Kinetics-Skeleton dataset

AccuracyGFLOPS per prediction

Activity Recognition on AVA v2.2

mAPmAP (Val)

Activity Recognition on EPIC-KITCHENS-100

Action@1Verb@1Noun@1Recall@5Top-5 VerbTop-5 NounHMGFLOPs

Activity Recognition on CholecT50 (Challenge)

mAP

Activity Recognition on N-UCLA

AccuracyAccuracy (Cross-Subject)Accuracy (Cross-View)Data Modality (Joint, Bone, Motion)

Activity Recognition on Diving-48

Accuracy

Activity Recognition on ActivityNet

mAP

Activity Recognition on AVA v2.1

mAP (Val)GFlopsParams (M)

Activity Recognition on Volleyball

Accuracy

Activity Recognition on HMDB51 (finetuned)

Top-1 AccuracyPretraining Dataset

Activity Recognition on UCF101 (finetuned)

3-fold AccuracyPretrain

Activity Recognition on Jester (Gesture Recognition)

Val

Activity Recognition on THUMOS’14

mAP@0.5mAP@0.4mAP@0.3mAP@0.1mAP@0.2

Activity Recognition on H2O (2 Hands and Objects)

Actions Top-1AccuracyRGBHand PoseObject PoseObject Label

Activity Recognition on Sports-1M

Video hit@5Video hit@1 Clip Hit@1Video hit@1

Activity Recognition on J-HMDB

Accuracy (RGB+pose)Accuracy (pose)

Activity Recognition on Casia V1+

AUCBalanced Accuracy

Activity Recognition on DSO-1

AUCBalanced Accuracy

Activity Recognition on EV-Action

Accuracy

Activity Recognition on UAV-Human

CSv1(%)CSv2(%)Top 1 Accuracy

Activity Recognition on CATER

Average-mAP

Activity Recognition on COVERAGE

Balanced AccuracyAUC

Activity Recognition on CocoGlide

Balanced AccuracyAUC

Activity Recognition on Columbia

AUCBalanced Accuracy

Activity Recognition on EPIC-KITCHENS-100 (test)

recall@5

Activity Recognition on HACS

Top 1 AccuracyTop 5 Accuracy

Activity Recognition on Kinetics-100

Accuracy

Activity Recognition on Assembly101

Actions Top-1Verbs Top-1Object Top-1Verbs Recall@5Objects Recall@5Actions Recall@5HM

Activity Recognition on EPIC-KITCHENS-55

Actions Top-1 (S2)Actions Top-1 (S1)Top-1 Accuracy

Activity Recognition on EPIC-KITCHENS-55 (Seen test set (S1))

Top 1 Accuracy - Act.Top 1 Accuracy - NounTop 1 Accuracy - VerbTop 5 Accuracy - Act.Top 5 Accuracy - NounTop 5 Accuracy - Verb

Activity Recognition on EPIC-KITCHENS-55 (Unseen test set (S2)

Top 1 Accuracy - Act.Top 1 Accuracy - NounTop 1 Accuracy - VerbTop 5 Accuracy - Act.Top 5 Accuracy - NounTop 5 Accuracy - Verb

Activity Recognition on PKU-MMD

Random Split AccuracyX-SubX-ViewmAP@0.50 (CV)mAP@0.50 (CS)Accuracy (Cross-Subject)Random Split Harmonic Mean

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

28 gestures accuracy14 gestures accuracySpeed (FPS)No. Parameters

Activity Recognition on Charades-Ego

mAP

Activity Recognition on CholecT50

Mean AP

Activity Recognition on Collective Activity

Accuracy

Activity Recognition on EGTEA

Average AccuracyTop-1 AccuracyMean class accuracy

Activity Recognition on JHMDB (2D poses only)

Average accuracy of 3 splitsAccuracyNo. parameters

Activity Recognition on Kinetics-600

Top-1 AccuracyTop-5 Accuracy

Activity Recognition on MSR Daily Activity3D dataset

Accuracy

Activity Recognition on Moments in Time Dataset

Top-1 (%)Top-5 (%)

Activity Recognition on RWF-2000

Accuracy

Activity Recognition on First-Person Hand Action Benchmark

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

Activity Recognition on Human3.6M

MMDaMMDs

Activity Recognition on NTU RGB+D 2D

MMDa (CS)MMDs (CS)MMDa (CV)MMDs (CV)

Activity Recognition on Something-Something-100

1:1 Accuracy

Activity Recognition on UTD-MHAD

Accuracy (CS)Accuracy

Activity Recognition on Animal Kingdom

mAP

Activity Recognition on BAR

Accuracy

Activity Recognition on CASIA (OSN-transmitted - Facebook)

AUCF-scoreIntersection over Union

Activity Recognition on CASIA (OSN-transmitted - Wechat)

AUCIntersection over Unionf-Score

Activity Recognition on CASIA (OSN-transmitted - Weibo)

AUCIntersection over Unionf-Score

Activity Recognition on CASIA (OSN-transmitted - Whatsapp)

AUCIntersection over Unionf-Score

Activity Recognition on Columbia (OSN-transmitted - Facebook)

AUCf-ScoreIntersection over Union

Activity Recognition on Columbia (OSN-transmitted - Wechat)

AUCf-ScoreIntersection over Union

Activity Recognition on Columbia (OSN-transmitted - Weibo)

AUCf-ScoreIntersection over Union

Activity Recognition on Columbia (OSN-transmitted - Whatsapp)

AUCf-ScoreIntersection over Union

Activity Recognition on DSO (OSN-transmitted - Facebook)

AUCf-ScoreIntersection over Union

Activity Recognition on DSO (OSN-transmitted - Wechat)

AUCf-ScoreIntersection over Union

Activity Recognition on DSO (OSN-transmitted - Weibo)

AUCf-ScoreIntersection over Union

Activity Recognition on DSO (OSN-transmitted - Whatsapp)

AUCf-ScoreIntersection over Union

Activity Recognition on HAA500

Top-1 (%)

Activity Recognition on Kinetics-400

Top-1 accuracy %Top-1 AccuracyTop-5 AccuracyActions Top-1 (S1)Top-5 Accuracy %

Activity Recognition on LoTE-Animal

Accuracy (Top-1)

Activity Recognition on MOMA-LRG

Activity Classification Accuracy (5-shot 5-way)Subactivity Classification Accuracy (5-shot 5-way)

Activity Recognition on NIST (OSN-transmitted - Facebook)

AUCf-ScoreIntersection over Union

Activity Recognition on NIST (OSN-transmitted - Wechat)

AUCf-ScoreIntersection over Union

Activity Recognition on NIST (OSN-transmitted - Weibo)

AUCf-ScoreIntersection over Union

Activity Recognition on NIST (OSN-transmitted - Whatsapp)

AUCf-ScoreIntersection over Union

Activity Recognition on RHM

Accuracy (Top-1)

Activity Recognition on Gaming 3D (G3D)

Accuracy

Activity Recognition on JHMDB Pose Tracking

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

Activity Recognition on LboroHAR

Accuracy

Activity Recognition on MMAct

F1-Score (Cross-Subject)F1-Score (Cross-Session)

Activity Recognition on NTU60-X

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

Activity Recognition on OAD dataset

Accuracy

Activity Recognition on RareAct

mWAP

Activity Recognition on UPenn Action

Accuracy

Activity Recognition on 5GAD-2022

Latency, ms

Activity Recognition on Drive&Act

mean per-class accuracy

Activity Recognition on EgoExoLearn

Accuracy

Activity Recognition on FS-Something-Something V2-Full

Top-1 Accuracy(5-Way-1-Shot)Top-1 Accuracy(5-Way-5-Shot)

Activity Recognition on FS-Something-Something V2-Small

Top-1 Accuracy(5-Way-1-Shot)Top-1 Accuracy(5-Way-5-Shot)

Activity Recognition on Florence 3D

Accuracy

Activity Recognition on HAR

AccuracyF1 MacroMacro-F11:1 Accuracy

Activity Recognition on J-HMBD Early Action

10%

Activity Recognition on MA-52

F1_meanTop-1 Acc [Action]

Activity Recognition on Mimetics

mAP

Activity Recognition on Okutama-Action

Accuracy

Activity Recognition on PAMAP2

NMIARIAccuracyMacro F1

Activity Recognition on Penn Action

Accuracy

Activity Recognition on SL-Animals

Accuracy (% )

Activity Recognition on Stanford40

Top-3 Accuracy (%)

Activity Recognition on TCG-dataset

AccF1-ScoreJaccard Index

Activity Recognition on UT-Kinect

AccuracyAccuracy (CS)

Activity Recognition on miniSports

AccuracyClip Hit@1Video hit@1Video hit@5

Activity Recognition on zsRE

edit successlocalityportabilityfluency

Activity Recognition on 100 sleep nights of 8 caregivers

10%

Activity Recognition on 50-Salads

Top-1 Accuracy

Activity Recognition on ActionNet-VE

F-measure (%)

Activity Recognition on CMU Mocap

AccuracyDiversityFIDMultimodality

Activity Recognition on Charades

MAP

Activity Recognition on CholecT40

mAP

Activity Recognition on DVS128 Gesture

Accuracy (% )

Activity Recognition on Drone-Action

Top 1 AccuracyTop-1 Accuracy

Activity Recognition on EgoGesture

Top-1 AccuracyTop-5 Accuracy

Activity Recognition on Hockey

Accuracy

Activity Recognition on HumanAct12

AccuracyDiversityFIDMultimodality

Activity Recognition on IndustReal

Top-1Top-5

Activity Recognition on KTH

16:9 Accuracy

Activity Recognition on MECCANO

Top-1 Accuracy

Activity Recognition on MM-Fit

F1 - macro

Activity Recognition on NEC Drone

Top 1 Accuracy

Activity Recognition on Radar Dataset (DIAT-μRadHAR: Radar micro-Doppler Signature dataset for Human Suspicious Activity Recognition)

1:1 Accuracy

Activity Recognition on RoCoG-v2

Top-1 Accuracy

Activity Recognition on SBU / SBU-Refine

Accuracy

Activity Recognition on Self-Stimulatory Behavior Dataset

Activity Recognition

Activity Recognition on Skeleton-Mimetics

AccuracyAccuracy (%)

Activity Recognition on THUMOS14

Accuracy

Activity Recognition on UAV Human

Top 1 Accuracy

Activity Recognition on UCF 101

3-fold AccuracyAccuracy

Activity Recognition on UCF-101

3-fold AccuracyAccuracy

Activity Recognition on UCF-HMDB

AUROC

Activity Recognition on UCF101-MiTv2

AUROC

Activity Recognition on UCFSports

leave one out cross validation(LOOCV)

Activity Recognition on UCSD-MIT Human Motion

F1-score

Activity Recognition on UESTC RGB-D

AccuracyDiversityFIDTest

Activity Recognition on VIRAT Ground 2.0

Average Accuracy

Activity Recognition on CMU Multi-Modal Activity (CMU-MMAC)

Accuracy

Activity Recognition on CAD-120

Accuracy

Activity Recognition on CholecT45

mAP

Activity Recognition on CholecT45 (cross-val)

mAP

Activity Recognition on CholecT50 (cross-val)

mAP

Activity Recognition on CholecT50(cross-val)

mAP

Activity Recognition on HDM05

Accuracy

Activity Recognition on ICVL-4

Accuracy

Activity Recognition on IM-SportingBehaviors

1:1 Accuracy

Activity Recognition on IRD

Accuracy

Activity Recognition on MSR Action3D

Accuracy

Activity Recognition on MSR ActionPairs

Accuracy

Activity Recognition on MSRC-12

Accuracy

Activity Recognition on MTL-AQA

Position AccuracyArmstand AccuracyRotation Type AccuracyNo. of Somersaults AccuracyNo. of Twists Accuracy

Activity Recognition on Nurse Care Activity Recognition Challenge

AccuracyTrain F-measure

Activity Recognition on Real Life Violence Situations Dataset

accuracy

Activity Recognition on SYSU 3D

Accuracy

Activity Recognition on Skeletics-152

Accuracy (Cross-Subject)

Activity Recognition on UWA3D

Accuracy

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

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

Activity Recognition on Win-Fail Action Understanding

2-Class Accuracy