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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 601–650 of 817 papers

TitleStatusHype
A Nonparametric Model for Multimodal Collaborative Activities Summarization—0
A Novel Approach for Human Action Recognition from Silhouette Images—0
A Novel Approach for Robust Multi Human Action Recognition and Summarization based on 3D Convolutional Neural Networks—0
A Novel Online Action Detection Framework from Untrimmed Video Streams—0
An Ultra-low Power RNN Classifier for Always-On Voice Wake-Up Detection Robust to Real-World Scenarios—0
Application-Driven AI Paradigm for Hand-Held Action Detection—0
Application of Machine Learning Techniques in Human Activity Recognition—0
A processing framework to access large quantities of whispered speech found in ASMR—0
A Proposal-Based Solution to Spatio-Temporal Action Detection in Untrimmed Videos—0
A Real-Time Voice Activity Detection Based On Lightweight Neural—0
Argus: Efficient Activity Detection System for Extended Video Analysis—0
Argus++: Robust Real-time Activity Detection for Unconstrained Video Streams with Overlapping Cube Proposals—0
Array Configuration-Agnostic Personal Voice Activity Detection Based on Spatial Coherence—0
A Semantic and Motion-Aware Spatiotemporal Transformer Network for Action Detection—0
A Simple Model for Improving the Performance of the Stanford Parser for Action Detection in Textual Instructions—0
whu-nercms at trecvid2021:instance search task—0
A Stronger Baseline for Ego-Centric Action Detection—0
A Structured Model For Action Detection—0
A Study on Action Detection in the Wild—0
A Survey on Deep Learning-based Spatio-temporal Action Detection—0
A Survey on Recent Advances of Computer Vision Algorithms for Egocentric Video—0
Asynchronous Random Access in Massive MIMO Systems Facilitated by the Delay-Angle Domain—0
A Temporal Simulator for Developing Turn-Taking Methods for Spoken Dialogue Systems—0
A Time-Frequency based Suspicious Activity Detection for Anti-Money Laundering—0
ATTACH Dataset: Annotated Two-Handed Assembly Actions for Human Action Understanding—0
Attention Filtering for Multi-person Spatiotemporal Action Detection on Deep Two-Stream CNN Architectures—0
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion—0
Augmented Transformer with Adaptive Graph for Temporal Action Proposal Generation—0
A Unified Deep Learning Framework for Short-Duration Speaker Verification in Adverse Environments—0
Automated speech tools for helping communities process restricted-access corpora for language revival efforts—0
Automatic Speech Recognition for Hindi—0
BC-VAD: A Robust Bone Conduction Voice Activity Detection—0
Better Together: Dialogue Separation and Voice Activity Detection for Audio Personalization in TV—0
Beyond Pixels: Leveraging the Language of Soccer to Improve Spatio-Temporal Action Detection in Broadcast Videos—0
Beyond Short Clips: End-to-End Video-Level Learning with Collaborative Memories—0
Beyond Voice Activity Detection: Hybrid Audio Segmentation for Direct Speech Translation—0
Binary Image Skeletonization Using 2-Stage U-Net—0
Blending LLMs into Cascaded Speech Translation: KIT's Offline Speech Translation System for IWSLT 2024—0
Blind User Activity Detection for Grant-Free Random Access in Cell-Free mMIMO Networks—0
BLP -- Boundary Likelihood Pinpointing Networks for Accurate Temporal Action Localization—0
Bodily Behaviors in Social Interaction: Novel Annotations and State-of-the-Art Evaluation—0
Boundary Content Graph Neural Network for Temporal Action Proposal Generation—0
Boundary-Recovering Network for Temporal Action Detection—0
Bridging the gap between Human Action Recognition and Online Action Detection—0
Budget-Aware Activity Detection with A Recurrent Policy Network—0
Budget-Aware Deep Semantic Video Segmentation—0
Building Accurate Low Latency ASR for Streaming Voice Search—0
C3PO: Database and Benchmark for Early-stage Malicious Activity Detection in 3D Printing—0
CADDI: An in-Class Activity Detection Dataset using IMU data from low-cost sensors—0
Cascaded Boundary Regression for Temporal Action Detection—0
Show:102550
← PrevPage 13 of 17Next →
All datasetsUCF101-24J-HMDBCharadesMulti-THUMOSUCF SportsTHUMOS' 14MultiSportsTSUTTStroke-21 ME21TTStroke-21 ME22MultiTHUMOS

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