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 551–600 of 817 papers

TitleStatusHype
The "Sound of Silence" in EEG -- Cognitive voice activity detection—0
Online Action Detection in Streaming Videos with Time Buffers—0
A Unified Deep Learning Framework for Short-Duration Speaker Verification in Adverse Environments—0
Grant-Free Access via Bilinear Inference for Cell-Free MIMO with Low-Coherent Pilots—0
Learning Visual Voice Activity Detection with an Automatically Annotated Dataset—0
TRECVID 2019: An Evaluation Campaign to Benchmark Video Activity Detection, Video Captioning and Matching, and Video Search & Retrieval—0
On Multitask Loss Function for Audio Event Detection and Localization—0
Massive Machine Type Communication Pilot-Hopping Sequence Detection Architectures Based on Non-Negative Least Squares for Grant-Free Random Access—0
Online Spatiotemporal Action Detection and Prediction via Causal RepresentationsCode0
Finding Action Tubes with a Sparse-to-Dense Framework—0
RespVAD: Voice Activity Detection via Video-Extracted Respiration PatternsCode0
SegCodeNet: Color-Coded Segmentation Masks for Activity Detection from Wearable Cameras—0
CFAD: Coarse-to-Fine Action Detector for Spatiotemporal Action Localization—0
MLNET: An Adaptive Multiple Receptive-field Attention Neural Network for Voice Activity Detection—0
A Multi-Task Learning Approach for Human Activity Segmentation and Ergonomics Risk AssessmentCode0
Multi-Level Temporal Pyramid Network for Action Detection—0
Jointly Sparse Signal Recovery and Support Recovery via Deep Learning with Applications in MIMO-based Grant-Free Random Access—0
"This is Houston. Say again, please". The Behavox system for the Apollo-11 Fearless Steps Challenge (phase II)—0
Boundary Content Graph Neural Network for Temporal Action Proposal Generation—0
Towards Efficient Coarse-to-Fine Networks for Action and Gesture Recognition—0
Statistical and Neural Network Based Speech Activity Detection in Non-Stationary Acoustic Environments—0
Uncertainty-Aware Weakly Supervised Action Detection from Untrimmed Videos—0
The AFRL IWSLT 2020 Systems: Work-From-Home Edition—0
Towards end-2-end learning for predicting behavior codes from spoken utterances in psychotherapy conversations—0
The JHU Multi-Microphone Multi-Speaker ASR System for the CHiME-6 Challenge—0
ESAD: Endoscopic Surgeon Action Detection Dataset—0
Distributed Optimization for Massive Connectivity—0
WOAD: Weakly Supervised Online Action Detection in Untrimmed Videos—0
Speaker and Posture Classification using Instantaneous Intraspeech Breathing Features—0
Real-Time Radar-Based Gesture Detection and Recognition Built in an Edge-Computing Platform—0
Siamese Neural Networks for Class Activity Detection—0
Target-Speaker Voice Activity Detection: a Novel Approach for Multi-Speaker Diarization in a Dinner Party Scenario—0
Multi-Task Network for Noise-Robust Keyword Spotting and Speaker Verification using CTC-based Soft VAD and Global Query Attention—0
Spatio-Temporal Event Segmentation and Localization for Wildlife Extended Videos—0
The SAFE-T Corpus: A New Resource for Simulated Public Safety Communications—0
Semi-supervised Acoustic Modelling for Five-lingual Code-switched ASR using Automatically-segmented Soap Opera Speech—0
Activity Detection from Wearable Electromyogram Sensors using Hidden Markov Model—0
Gabriella: An Online System for Real-Time Activity Detection in Untrimmed Security Videos—0
TAEN: Temporal Aware Embedding Network for Few-Shot Action Recognition—0
Group Activity Detection from Trajectory and Video Data in Soccer—0
ActionSpotter: Deep Reinforcement Learning Framework for Temporal Action Spotting in Videos—0
Semi-supervised acoustic modelling for five-lingual code-switched ASR using automatically-segmented soap opera speech—0
Progressive Boundary Refinement Network for Temporal Action Detection—0
Two-Stream AMTnet for Action DetectionCode0
Temporarily-Aware Context Modelling using Generative Adversarial Networks for Speech Activity Detection—0
Spatio-Temporal Action Detection with Multi-Object Interaction—0
Revisiting Few-shot Activity Detection with Class Similarity Control—0
Long Short-Term Relation Networks for Video Action Detection—0
Dual Attention in Time and Frequency Domain for Voice Activity DetectionCode0
Rethinking Online Action Detection in Untrimmed Videos: A Novel Online Evaluation ProtocolCode0
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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