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 601–650 of 817 papers

TitleStatusHype
Object Aware Egocentric Online Action Detection—0
OFDM-Based Massive Connectivity for LEO Satellite Internet of Things—0
Okutama-Action: An Aerial View Video Dataset for Concurrent Human Action Detection—0
One-Shot Action Localization by Learning Sequence Matching Network—0
One-stage Action Detection Transformer—0
Online Action Detection—0
Online Action Detection in Streaming Videos with Time Buffers—0
Online Anomaly Detection via Class-Imbalance Learning—0
Online Detection of Action Start in Untrimmed, Streaming Videos—0
Online Target Speaker Voice Activity Detection for Speaker Diarization—0
On Multitask Loss Function for Audio Event Detection and Localization—0
On the Detection of Non-Cooperative RISs: Scan B-Testing via Deep Support Vector Data Description—0
On training targets for noise-robust voice activity detection—0
On using the UA-Speech and TORGO databases to validate automatic dysarthric speech classification approaches—0
Open Set Action Recognition via Multi-Label Evidential Learning—0
Open-Vocabulary Spatio-Temporal Action Detection—0
Open-Vocabulary Temporal Action Detection with Off-the-Shelf Image-Text Features—0
Overcomplete Frame Thresholding for Acoustic Scene Analysis—0
PAMI-AD: An Activity Detector Exploiting Part-attention and Motion Information in Surveillance Videos—0
Parallel Neurosymbolic Integration with Concordia—0
PAT: Position-Aware Transformer for Dense Multi-Label Action Detection—0
Personal VAD 2.0: Optimizing Personal Voice Activity Detection for On-Device Speech Recognition—0
PKU-MMD: A Large Scale Benchmark for Continuous Multi-Modal Human Action Understanding—0
PM-GANs: Discriminative Representation Learning for Action Recognition Using Partial-modalities—0
Polish Read Speech Corpus for Speech Tools and Services—0
POTLoc: Pseudo-Label Oriented Transformer for Point-Supervised Temporal Action Localization—0
PEAF: Learnable Power Efficient Analog Acoustic Features for Audio Recognition—0
PP-MeT: a Real-world Personalized Prompt based Meeting Transcription System—0
Precise Analysis of Covariance Identifiability for Activity Detection in Grant-Free Random Access—0
Predicting Action Tubes—0
Prediction-Feedback DETR for Temporal Action Detection—0
Predictive-Corrective Networks for Action Detection—0
Privileged Knowledge Distillation for Online Action Detection—0
Progressive Boundary Refinement Network for Temporal Action Detection—0
Progressively Parsing Interactional Objects for Fine Grained Action Detection—0
Prompt-driven Target Speech Diarization—0
Property-Aware Multi-Speaker Data Simulation: A Probabilistic Modelling Technique for Synthetic Data Generation—0
Proximal Gradient-Based Unfolding for Massive Random Access in IoT Networks—0
Quantum Learning Based Nonrandom Superimposed Coding for Secure Wireless Access in 5G URLLC—0
Query matching for spatio-temporal action detection with query-based object detector—0
RADNet: A Deep Neural Network Model for Robust Perception in Moving Autonomous Systems—0
Raising the Bar(ometer): Identifying a User's Stair and Lift Usage Through Wearable Sensor Data Analysis—0
Random Access with Massive MIMO-OTFS in LEO Satellite Communications—0
RCL: Recurrent Continuous Localization for Temporal Action Detection—0
R-CNNs for Pose Estimation and Action Detection—0
Real-Time End-to-End Action Detection with Two-Stream Networks—0
Real-time Online Action Detection Forests using Spatio-temporal Contexts—0
Real-Time Radar-Based Gesture Detection and Recognition Built in an Edge-Computing Platform—0
Recurrent Convolutions for Causal 3D CNNs—0
Recurrent Tubelet Proposal and Recognition Networks for Action Detection—0
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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
10MLAD (RGB + Flow)mAP23.7—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