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 401–450 of 817 papers

TitleStatusHype
Online Target Speaker Voice Activity Detection for Speaker Diarization—0
Fine-grained Activities of People Worldwide—0
Tandem Multitask Training of Speaker Diarisation and Speech Recognition for Meeting Transcription—0
Adversarial Multi-Task Deep Learning for Noise-Robust Voice Activity Detection with Low Algorithmic DelayCode0
An AIoT-enabled Autonomous Dementia Monitoring System—0
Pyramid Region-based Slot Attention Network for Temporal Action Proposal GenerationCode0
One-stage Action Detection Transformer—0
Multi-channel end-to-end neural network for speech enhancement, source localization, and voice activity detection—0
Context-aware Proposal Network for Temporal Action Detection—0
Simultaneous Speech Extraction for Multiple Target Speakers under the Meeting Scenarios—0
RIS Assisted Device Activity Detection with Statistical Channel State Information—0
GateHUB: Gated History Unit with Background Suppression for Online Action Detection—0
TadML: A fast temporal action detection with Mechanics-MLPCode0
Data-aided Active User Detection with a User Activity Extraction Network for Grant-free SCMA Systems—0
A Boosting Algorithm for Positive-Unlabeled Learning—0
Double-Sided Information Aided Temporal-Correlated Massive Access—0
Weakly-Supervised Action Detection Guided by Audio Narration—0
An Empirical Study on Activity Recognition in Long Surgical Videos—0
RADNet: A Deep Neural Network Model for Robust Perception in Moving Autonomous Systems—0
Ultra-sensitive Flexible Sponge-Sensor Array for Muscle Activities Detection and Human Limb Motion Recognition—0
Estimation of Reliable Proposal Quality for Temporal Action DetectionCode0
ADA-VAD: Unpaired Adversarial Domain Adaptation for Noise-Robust Voice Activity Detection—0
Video Action Detection: Analysing Limitations and Challenges—0
Anomalous Sound Detection Based on Machine Activity Detection—0
Automated speech tools for helping communities process restricted-access corpora for language revival efforts—0
Personal VAD 2.0: Optimizing Personal Voice Activity Detection for On-Device Speech Recognition—0
Faster-TAD: Towards Temporal Action Detection with Proposal Generation and Classification in a Unified Network—0
Gan-Based Joint Activity Detection and Channel Estimation For Grant-free Random AccessCode0
Deep Learning for Encrypted Traffic Classification and Unknown Data Detection—0
Speaker Embedding-aware Neural Diarization: an Efficient Framework for Overlapping Speech Diarization in Meeting Scenarios—0
ABN: Agent-Aware Boundary Networks for Temporal Action Proposal GenerationCode0
RCL: Recurrent Continuous Localization for Temporal Action Detection—0
Context-LSTM: a robust classifier for video detection on UCF101—0
Human Attention Detection Using AM-FM Representations—0
PAMI-AD: An Activity Detector Exploiting Part-attention and Motion Information in Surveillance Videos—0
SegTAD: Precise Temporal Action Detection via Semantic Segmentation—0
Random Access with Massive MIMO-OTFS in LEO Satellite Communications—0
VADOI:Voice-Activity-Detection Overlapping Inference For End-to-end Long-form Speech Recognition—0
Active Privacy-Utility Trade-off Against Inference in Time-Series Data Sharing—0
The USTC-Ximalaya system for the ICASSP 2022 multi-channel multi-party meeting transcription (M2MeT) challenge—0
Untrimmed Action Anticipation—0
Cross-Channel Attention-Based Target Speaker Voice Activity Detection: Experimental Results for M2MeT Challenge—0
The CUHK-TENCENT speaker diarization system for the ICASSP 2022 multi-channel multi-party meeting transcription challenge—0
Argus++: Robust Real-time Activity Detection for Unconstrained Video Streams with Overlapping Cube Proposals—0
Egocentric Deep Multi-Channel Audio-Visual Active Speaker Localization—0
Merry Go Round: Rotate a Frame and Fool a DNN—0
Binary Image Skeletonization Using 2-Stage U-Net—0
Spatio-Temporal CNN baseline method for the Sports Video Task of MediaEval 2021 benchmarkCode0
Low Resource Species Agnostic Bird Activity Detection—0
Two Stream Network for Stroke Detection in Table Tennis—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