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 451–500 of 817 papers

TitleStatusHype
Sports Video: Fine-Grained Action Detection and Classification of Table Tennis Strokes from Videos for MediaEval 2021Code0
Continuous Human Action Detection Based on Wearable Inertial Data—0
User Activity Detection and Channel Estimation of Spatially Correlated Channels via AMP in Massive MTC—0
Learning Proximal Operator Methods for Massive Connectivity in IoT Networks—0
Reformulating Zero-shot Action Recognition for Multi-label Actions—0
Speaker Embedding-aware Neural Diarization for Flexible Number of Speakers with Textual InformationCode0
Weakly-guided Self-supervised Pretraining for Temporal Activity DetectionCode0
User Activity Detection for Irregular Repetition Slotted Aloha based MMTC—0
Access Delay Constrained Activity Detection in Massive Random Access—0
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
You Ought to Look Around: Precise, Large Span Action Detection—0
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
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
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
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
Spatio-Temporal Context for Action Detection—0
SRF-Net: Selective Receptive Field Network for Anchor-Free Temporal 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
EML Online Speech Activity Detection for the Fearless Steps Challenge Phase-III—0
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
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
Joint Channel Estimation and Device Activity Detection in Heterogeneous Networks—0
PLSM: A Parallelized Liquid State Machine for Unintentional Action DetectionCode0
Accelerating Coordinate Descent via Active Set Selection for Device Activity Detection for Multi-Cell Massive Random Access—0
Joint Activity Detection and Data Decoding in Massive Random Access via a Turbo Receiver—0
Beyond Voice Activity Detection: Hybrid Audio Segmentation for Direct Speech Translation—0
Spatial Correlation Aware Compressed Sensing for User Activity Detection and Channel Estimation in Massive MTC—0
Spatiotemporal Deformable Scene Graphs for Complex Activity 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