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 251–300 of 817 papers

TitleStatusHype
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
MiniROAD: Minimal RNN Framework for Online Action DetectionCode1
Movement Enhancement toward Multi-Scale Video Feature Representation for Temporal Action Detection—0
SkeleTR: Towards Skeleton-based Action Recognition in the Wild—0
Hybrid Active Learning via Deep Clustering for Video 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
Post-Processing Temporal Action DetectionCode1
Multi-Modal Few-Shot Temporal Action DetectionCode1
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
Multi-Speaker and Wide-Band Simulated Conversations as Training Data for End-to-End Neural DiarizationCode1
Two-stream Multi-dimensional Convolutional Network for Real-time Violence Detection—0
OFDM-Based Massive Connectivity for LEO Satellite Internet of Things—0
Target-Speaker Voice Activity Detection via Sequence-to-Sequence Prediction—0
Random Utterance Concatenation Based Data Augmentation for Improving Short-video Speech Recognition—0
SG-VAD: Stochastic Gates Based Speech Activity DetectionCode1
Handwashing Action Detection System for an Autonomous Social RobotCode0
Multitask Detection of Speaker Changes, Overlapping Speech and Voice Activity Using wav2vec 2.0Code1
TSUP Speaker Diarization System for Conversational Short-phrase Speaker Diarization Challenge—0
Refining Action Boundaries for One-stage DetectionCode0
Brouhaha: multi-task training for voice activity detection, speech-to-noise ratio, and C50 room acoustics estimationCode1
Holistic Interaction Transformer Network for Action DetectionCode1
PointTAD: Multi-Label Temporal Action Detection with Learnable Query PointsCode1
YOWO-Plus: An Incremental ImprovementCode1
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
AOE-Net: Entities Interactions Modeling with Adaptive Attention Mechanism for Temporal Action Proposals GenerationCode1
The DKU-DukeECE Diarization System for the VoxCeleb Speaker Recognition Challenge 2022—0
Learnable Acoustic Frontends in Bird Activity Detection—0
Exploiting Instance-based Mixed Sampling via Auxiliary Source Domain Supervision for Domain-adaptive Action DetectionCode1
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
Real-time Online Video Detection with Temporal Smoothing TransformersCode1
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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