SOTAVerified

Action Detection

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.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 151–200 of 817 papers

TitleStatusHype
ActionSpotter: Deep Reinforcement Learning Framework for Temporal Action Spotting in Videos—0
Discovering Spatio-Temporal Action Tubes—0
A Unified Deep Learning Framework for Short-Duration Speaker Verification in Adverse Environments—0
Augmented Transformer with Adaptive Graph for Temporal Action Proposal Generation—0
A Grammatical Compositional Model for Video Action Detection—0
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion—0
Aggressive actions and anger detection from multiple modalities using Kinect—0
A Comprehensive Methodological Survey of Human Activity Recognition Across Divers Data Modalities—0
Distributed Activity Detection for Cell-Free Hybrid Near-Far Field Communications—0
Attention Filtering for Multi-person Spatiotemporal Action Detection on Deep Two-Stream CNN Architectures—0
ATTACH Dataset: Annotated Two-Handed Assembly Actions for Human Action Understanding—0
AFO-TAD: Anchor-free One-Stage Detector for Temporal Action Detection—0
A Time-Frequency based Suspicious Activity Detection for Anti-Money Laundering—0
A Temporal Simulator for Developing Turn-Taking Methods for Spoken Dialogue Systems—0
Asynchronous Random Access in Massive MIMO Systems Facilitated by the Delay-Angle Domain—0
A Flexible Framework for Grant-Free Random Access in Cell-Free Massive MIMO Systems—0
A Survey on Recent Advances of Computer Vision Algorithms for Egocentric Video—0
A Survey on Deep Learning-based Spatio-temporal Action Detection—0
A Circular Window-based Cascade Transformer for Online Action Detection—0
Distributed Optimization for Massive Connectivity—0
A Study on Action Detection in the Wild—0
A Structured Model For Action Detection—0
Adversarial Seeded Sequence Growing for Weakly-Supervised Temporal Action Localization—0
whu-nercms at trecvid2021:instance search task—0
Actionness Estimation Using Hybrid Fully Convolutional Networks—0
Device Activity Detection and Channel Estimation for Millimeter-Wave Massive MIMO—0
A Simple Model for Improving the Performance of the Stanford Parser for Action Detection in Textual Instructions—0
Actionness-Assisted Recognition of Actions—0
A Semantic and Motion-Aware Spatiotemporal Transformer Network for Action Detection—0
Advanced Image Segmentation Techniques for Neural Activity Detection via C-fos Immediate Early Gene Expression—0
AAD: Adaptive Anomaly Detection through traffic surveillance videos—0
A Proposed Artificial intelligence Model for Real-Time Human Action Localization and Tracking—0
Device Detection and Channel Estimation in MTC with Correlated Activity Pattern—0
Array Configuration-Agnostic Personal Voice Activity Detection Based on Spatial Coherence—0
Argus++: Robust Real-time Activity Detection for Unconstrained Video Streams with Overlapping Cube Proposals—0
ADM-Loc: Actionness Distribution Modeling for Point-supervised Temporal Action Localization—0
A deep learning approach for understanding natural language commands for mobile service robots—0
A Real-Time Voice Activity Detection Based On Lightweight Neural—0
Action Detection via an Image Diffusion Process—0
Deformable Tube Network for Action Detection in Videos—0
A Proposal-Based Solution to Spatio-Temporal Action Detection in Untrimmed Videos—0
ADA-VAD: Unpaired Adversarial Domain Adaptation for Noise-Robust Voice Activity Detection—0
Continual Low-Rank Scaled Dot-product Attention—0
Context Understanding in Computer Vision: A Survey—0
A processing framework to access large quantities of whispered speech found in ASMR—0
Contextual Multi-Scale Region Convolutional 3D Network for Activity Detection—0
Continuous Human Action Detection Based on Wearable Inertial Data—0
Convolutional Neural Networks for Aerial Multi-Label Pedestrian Detection—0
Cooperative Multi-Cell Massive Access with Temporally Correlated Activity—0
Application of Machine Learning Techniques in Human Activity Recognition—0
Show:102550
← PrevPage 4 of 17Next →
All datasetsUCF101-24J-HMDBCharadesMulti-THUMOSUCF SportsTHUMOS' 14MultiSportsTSUTTStroke-21 ME21TTStroke-21 ME22MultiTHUMOS

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1STAR/LFrame-mAP 0.590.3—Unverified
2SiAFrame-mAP 0.588.5—Unverified
3YOWO + LFBFrame-mAP 0.587.3—Unverified
4HITFrame-mAP 0.584.8—Unverified
5HISAN (ResNet-101 + FPN)Video-mAP 0.282.3—Unverified
6YOWOFrame-mAP 0.580.4—Unverified
7Two-in-one Two StreamVideo-mAP 0.278.48—Unverified
8MOCFrame-mAP 0.577.8—Unverified
9Faster-RCNN + two-stream I3D convFrame-mAP 0.576.3—Unverified
10Two-in-oneVideo-mAP 0.275.48—Unverified
#ModelMetricClaimedVerifiedStatus
1SiAFrame-mAP 0.588.5—Unverified
2HISAN (ResNet-101 + FPN)Video-mAP 0.287.59—Unverified
3HITFrame-mAP 0.583.8—Unverified
4HISAN (VGG-16)Frame-mAP 0.576.72—Unverified
5DTSVideo-mAP 0.276.1—Unverified
6YOWO + LFBFrame-mAP 0.575.7—Unverified
7Two-in-one Two StreamVideo-mAP 0.574.74—Unverified
8YOWOFrame-mAP 0.574.4—Unverified
9MOCFrame-mAP 0.574—Unverified
10Faster-RCNN + two-stream I3D convFrame-mAP 0.573.3—Unverified
#ModelMetricClaimedVerifiedStatus
1TTMmAP28.79—Unverified
2CTRNmAP27.8—Unverified
3Coarse-Fine Networks (w/ self-supervised detection pretraining)mAP26.95—Unverified
4UniMD+Sync. (RGB+Flow)mAP26.53—Unverified
5PDAN (RGB+Flow)mAP26.5—Unverified
6PATmAP26.5—Unverified
7MS-TCT (RGB only)mAP25.4—Unverified
83D ResNet-50 + super-events pretrained on AViDmAP25.2—Unverified
9Coarse-Fine NetworksmAP25.1—Unverified
10I3D + biGRU + VS-ST-MPNNmAP23.7—Unverified
#ModelMetricClaimedVerifiedStatus
1MLADmAP51.5—Unverified
2CTRNmAP51.2—Unverified
3PDANmAP47.6—Unverified
4TGMmAP46.4—Unverified
5MS-TCT (RGB only)mAP43.1—Unverified
6I3D + our super-eventmAP36.4—Unverified
7Two-stream + LSTMmAP28.1—Unverified
8Two-streammAP27.6—Unverified
#ModelMetricClaimedVerifiedStatus
1Two-in-one Two StreamVideo-mAP 0.596.52—Unverified
2DTSVideo-mAP 0.294.3—Unverified
3Two-in-oneVideo-mAP 0.592.74—Unverified
4T-CNNFrame-mAP 0.586.7—Unverified
5MR-TS R-CNNFrame-mAP 0.584.52—Unverified
6TS R-CNNFrame-mAP 0.582.3—Unverified
7Action TubesFrame-mAP 0.568.1—Unverified
#ModelMetricClaimedVerifiedStatus
1MAT (Ours) TransmAP71.6—Unverified
2TadML-two streammAP59.7—Unverified
3MAT (ours)mAP58.2—Unverified
4TadML-rgbmAP53.46—Unverified
#ModelMetricClaimedVerifiedStatus
1HITFrame-mAP 0.533.3—Unverified
2SiAFrame-mAP 0.528.8—Unverified
#ModelMetricClaimedVerifiedStatus
1MS-TCTFrame-mAP33.7—Unverified
2PDANFrame-mAP32.7—Unverified
#ModelMetricClaimedVerifiedStatus
1STCNNIoU0.14—Unverified
2Two Stream NetworkIoU0.07—Unverified
#ModelMetricClaimedVerifiedStatus
1STCNN-V2 (Vote decision)IoU0.52—Unverified
2RGB and PRGBIoU0.35—Unverified
#ModelMetricClaimedVerifiedStatus
1PATmAP44.6—Unverified