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SotA/Time Series/Action Detection

Action Detection

111 benchmarks817 papers

Action Detection aims to find both where and when an action occurs within a video clip and classify what the action is taking place. Typically results are given in the form of action tublets, which are action bounding boxes linked across time in the video. This is related to temporal localization, which seeks to identify the start and end frame of an action, and action recognition, which seeks only to classify which action is taking place and typically assumes a trimmed video.

Benchmarks

Action Detection on NTU RGB+D

Accuracy (CS)Accuracy (CV)Ensembled Modalities GFLOPs per pred

Action Detection on NTU RGB+D 120

Accuracy (Cross-Subject)Accuracy (Cross-Setup)Ensembled Modalities GFLOPS per prediction

Action Detection on Kinetics-Skeleton dataset

Accuracy GFLOPS per prediction

Action Detection on N-UCLA

Accuracy Data Modality (Joint, Bone, Motion)

Action Detection on Charades

Action Detection on J-HMDB

Video-mAP 0.5 Frame-mAP 0.5 Video-mAP 0.2 Accuracy (RGB+pose)Accuracy (pose)

Action Detection on UCF101-24

Frame-mAP 0.5 Video-mAP 0.5 Video-mAP 0.2 Video-mAP 0.1

Action Detection on THUMOS'14

mAP MFLOPs per pred

Action Detection on TVSeries

Action Detection on UAV-Human

Action Detection on Multi-THUMOS

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

28 gestures accuracy 14 gestures accuracy Speed (FPS)No. Parameters

Action Detection on JHMDB (2D poses only)

Average accuracy of 3 splits Accuracy No. parameters

Action Detection on UCF Sports

Video-mAP 0.5 Frame-mAP 0.5 Video-mAP 0.2

Action Detection on First-Person Hand Action Benchmark

1:1 Accuracy 1:3 Accuracy 3:1 Accuracy Cross-person Accuracy

Action Detection on RHM

Accuracy (Top-1)

Action Detection on THUMOS' 14

Action Detection on Gaming 3D (G3D)

Action Detection on H2O (2 Hands and Objects)

Action Detection on JHMDB Pose Tracking

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

Action Detection on NTU60-X

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

Action Detection on OAD dataset

Action Detection on PKU-MMD

mAP@0.50 (CV)mAP@0.50 (CS)Accuracy (Cross-Subject)

Action Detection on UPenn Action

Action Detection on Drive&Act

mean per-class accuracy

Action Detection on Florence 3D

Action Detection on HAR

Accuracy F1 Macro Macro-F1

Action Detection on J-HMBD Early Action

Action Detection on MultiSports

Frame-mAP 0.5 Video-mAP 0.2 Video-mAP 0.5

Action Detection on PAMAP2

NMI ARI Accuracy Macro F1

Action Detection on TCG-dataset

Acc F1-Score Jaccard Index

Action Detection on TSU

Action Detection on TTStroke-21 ME21

Action Detection on TTStroke-21 ME22

Action Detection on UT-Kinect

Action Detection on ActivityNet

Action Detection on CholecT50 (Challenge)

Action Detection on FineAction

Action Detection on HMDB51

Accuracy Average accuracy of 3 splits

Action Detection on Kinetics-400

Actions Top-1 (S1)

Action Detection on MM-Fit

Action Detection on MultiTHUMOS

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

Action Detection on SBU / SBU-Refine

Action Detection on THUMOS14

Action Detection on UCF101

Action Detection on VPCD

mean average precision

Action Detection on AVA-ActiveSpeaker

validation mean average precision

Action Detection on CAD-120

Action Detection on HDM05

Action Detection on IM-SportingBehaviors

Action Detection on MSR Action3D

Action Detection on MSR ActionPairs

Action Detection on MSRC-12

Action Detection on SYSU 3D

Action Detection on Skeletics-152

Accuracy (Cross-Subject)

Action Detection on Skeleton-Mimetics

Action Detection on UCF 101

Action Detection on UWA3D

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

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