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

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Showing 351–400 of 817 papers

TitleStatusHype
Baseline Method for the Sport Task of MediaEval 2022 with 3D CNNs using Attention MechanismsCode0
Sport Task: Fine Grained Action Detection and Classification of Table Tennis Strokes from Videos for MediaEval 2022Code0
The Newsbridge -Telecom SudParis VoxCeleb Speaker Recognition Challenge 2022 System Description—0
Deep learning-based approaches for human motion decoding in smart walkers for rehabilitation—0
KIDS: kinematics-based (in)activity detection and segmentation in a sleep case study—0
Ego-Only: Egocentric Action Detection without Exocentric Transferring—0
SkeleTR: Towards Skeleton-based Action Recognition in the Wild—0
Hybrid Active Learning via Deep Clustering for Video Action Detection—0
Movement Enhancement toward Multi-Scale Video Feature Representation for Temporal Action Detection—0
Activity Detection for Grant-Free NOMA in Massive IoT Networks—0
Open-Vocabulary Temporal Action Detection with Off-the-Shelf Image-Text Features—0
Tackling the Cocktail Fork Problem for Separation and Transcription of Real-World Soundtracks—0
Trajectory-User Linking Is Easier Than You Think—0
Contextual Explainable Video Representation: Human Perception-based UnderstandingCode0
BC-VAD: A Robust Bone Conduction Voice Activity Detection—0
Proximal Gradient-Based Unfolding for Massive Random Access in IoT Networks—0
Joint Estimation of Clustered User Activity and Correlated Channels with Unknown Covariance in mMTC—0
Multi-timescale Event Detection in Nonintrusive Load Monitoring based on MDL Principle—0
On using the UA-Speech and TORGO databases to validate automatic dysarthric speech classification approaches—0
Token Turing Machines—0
Two-stream Multi-dimensional Convolutional Network for Real-time Violence Detection—0
OFDM-Based Massive Connectivity for LEO Satellite Internet of Things—0
Random Utterance Concatenation Based Data Augmentation for Improving Short-video Speech Recognition—0
Target-Speaker Voice Activity Detection via Sequence-to-Sequence Prediction—0
Handwashing Action Detection System for an Autonomous Social RobotCode0
TSUP Speaker Diarization System for Conversational Short-phrase Speaker Diarization Challenge—0
Refining Action Boundaries for One-stage DetectionCode0
mRI: Multi-modal 3D Human Pose Estimation Dataset using mmWave, RGB-D, and Inertial Sensors—0
Intel Labs at Ego4D Challenge 2022: A Better Baseline for Audio-Visual Diarization—0
Application-Driven AI Paradigm for Hand-Held Action Detection—0
The DKU-DukeECE Diarization System for the VoxCeleb Speaker Recognition Challenge 2022—0
Learnable Acoustic Frontends in Bird Activity Detection—0
Signed Latent Factors for Spamming Activity Detection—0
RALACs: Action Recognition in Autonomous Vehicles using Interaction Encoding and Optical FlowCode0
Joint Speech Activity and Overlap Detection with Multi-Exit Architecture—0
The Kriston AI System for the VoxCeleb Speaker Recognition Challenge 2022—0
Cross-domain Voice Activity Detection with Self-Supervised Representations—0
GIST-AiTeR System for the Diarization Task of the 2022 VoxCeleb Speaker Recognition Challenge—0
Exploring Modulated Detection Transformer as a Tool for Action Recognition in VideosCode0
Hardware Accelerator and Neural Network Co-Optimization for Ultra-Low-Power Audio Processing Devices—0
Spatio-Temporal Action Detection Under Large MotionCode0
A Circular Window-based Cascade Transformer for Online Action Detection—0
Target Speaker Voice Activity Detection with Transformers and Its Integration with End-to-End Neural Diarization—0
Actor-identified Spatiotemporal Action Detection --- Detecting Who Is Doing What in VideosCode0
Enabling Weakly-Supervised Temporal Action Localization from On-Device Learning of the Video Stream—0
Review on Action Recognition for Accident Detection in Smart City Transportation Systems—0
Weakly Supervised Online Action Detection for Infant General MovementsCode0
P2ANet: A Dataset and Benchmark for Dense Action Detection from Table Tennis Match Broadcasting Videos—0
Bodily Behaviors in Social Interaction: Novel Annotations and State-of-the-Art Evaluation—0
An Efficient Spatio-Temporal Pyramid Transformer for Action Detection—0
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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