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
Access Delay Constrained Activity Detection in Massive Random Access—0
Revisiting spatio-temporal layouts for compositional action recognitionCode1
AVASpeech-SMAD: A Strongly Labelled Speech and Music Activity Detection Dataset with Label Co-OccurrenceCode1
whu-nercms at trecvid2021:instance search task—0
Self-Denoising Neural Networks for Few Shot Learning—0
CTRN: Class-Temporal Relational Network for Action Detection—0
AEI: Actors-Environment Interaction with Adaptive Attention for Temporal Action Proposals GenerationCode1
LSTC: Boosting Atomic Action Detection with Long-Short-Term ContextCode1
You Ought to Look Around: Precise, Large Span Action Detection—0
Object-Region Video TransformersCode1
BERTraffic: BERT-based Joint Speaker Role and Speaker Change Detection for Air Traffic Control CommunicationsCode1
Transcribe-to-Diarize: Neural Speaker Diarization for Unlimited Number of Speakers using End-to-End Speaker-Attributed ASR—0
PEAF: Learnable Power Efficient Analog Acoustic Features for Audio Recognition—0
Deep Learning-based Action Detection in Untrimmed Videos: A Survey—0
Information Elevation Network for Fast Online Action Detection—0
The VVAD-LRS3 Dataset for Visual Voice Activity Detection—0
Towards High-Quality Temporal Action Detection with Sparse ProposalsCode1
The Stackelberg Equilibrium for One-sided Zero-sum Partially Observable Stochastic Games—0
Learning to Discriminate Information for Online Action Detection: Analysis and Application—0
Class Semantics-based Attention for Action Detection—0
The DKU-DukeECE-Lenovo System for the Diarization Task of the 2021 VoxCeleb Speaker Recognition Challenge—0
Identity-aware Graph Memory Network for Action Detection—0
Sparse Signal Processing for Massive Connectivity via Mixed-Integer Programming—0
Classification of Abnormal Hand Movement for Aiding in Autism Detection: Machine Learning StudyCode1
Learning an Augmented RGB Representation with Cross-Modal Knowledge Distillation for Action Detection—0
Target-speaker Voice Activity Detection with Improved I-Vector Estimation for Unknown Number of Speaker—0
Video-guided Machine Translation with Spatial Hierarchical Attention Network—0
Fine-Grained Classroom Activity Detection from Audio with Neural NetworksCode0
Spot What Matters: Learning Context Using Graph Convolutional Networks for Weakly-Supervised Action DetectionCode1
VAD-free Streaming Hybrid CTC/Attention ASR for Unsegmented Recording—0
Joint Activity Detection, Channel Estimation, and Data Decoding for Grant-free Massive Random Access—0
RGB Stream Is Enough for Temporal Action DetectionCode1
Long Short-Term Transformer for Online Action DetectionCode1
SRF-Net: Selective Receptive Field Network for Anchor-Free Temporal Action Detection—0
Spatio-Temporal Context for Action Detection—0
Exploring Temporal Context and Human Movement Dynamics for Online Action Detection in Videos—0
Voice Activity Detection for Transient Noisy Environment Based on Diffusion Nets—0
Dealing with training and test segmentation mismatch: FBK@IWSLT2021—0
OadTR: Online Action Detection with TransformersCode1
EML Online Speech Activity Detection for the Fearless Steps Challenge Phase-III—0
Proposal Relation Network for Temporal Action DetectionCode1
Uncertainty Guided Collaborative Training for Weakly Supervised Temporal Action Detection—0
Three Birds with One Stone: Multi-Task Temporal Action Detection via Recycling Temporal Annotations—0
Algorithm Unrolling for Massive Access via Deep Neural Network with Theoretical Guarantee—0
End-to-end Temporal Action Detection with TransformerCode1
MaCLR: Motion-aware Contrastive Learning of Representations for VideosCode0
JRDB-Act: A Large-scale Dataset for Spatio-temporal Action, Social Group and Activity Detection—0
Relation Modeling in Spatio-Temporal Action Localization—0
A Stronger Baseline for Ego-Centric Action Detection—0
WASE: Learning When to Attend for Speaker Extraction in Cocktail Party EnvironmentsCode1
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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