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
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
CBF-AFA: Chunk-Based Multi-SSL Fusion for Automatic Fluency Assessment—0
CFAD: Coarse-to-Fine Action Detector for Spatiotemporal Action Localization—0
Channel-Combination Algorithms for Robust Distant Voice Activity and Overlapped Speech Detection—0
Self-supervised New Activity Detection in Sensor-based Smart Environments—0
Classification Matters: Improving Video Action Detection with Class-Specific Attention—0
Class Semantics-based Attention for Action Detection—0
CLIP-VAD: Exploiting Vision-Language Models for Voice Activity Detection—0
COIN: A Large-scale Dataset for Comprehensive Instructional Video Analysis—0
Combatting Human Trafficking in the Cyberspace: A Natural Language Processing-Based Methodology to Analyze the Language in Online Advertisements—0
Combination of Deep Speaker Embeddings for Diarisation—0
Comparative Analysis of Deep Learning Approaches for Harmful Brain Activity Detection Using EEG—0
Comparative Analysis of Personalized Voice Activity Detection Systems: Assessing Real-World Effectiveness—0
Compositional Structure Learning for Action Understanding—0
Comprehensive Instructional Video Analysis: The COIN Dataset and Performance Evaluation—0
Computational Graph Approach for Detection of Composite Human Activities—0
Computer-Aided Automated Detection of Gene-Controlled Social Actions of Drosophila—0
Context-aware Proposal Network for Temporal Action Detection—0
ContextDet: Temporal Action Detection with Adaptive Context Aggregation—0
Context-LSTM: a robust classifier for video detection on UCF101—0
Contextual Multi-Scale Region Convolutional 3D Network for Activity Detection—0
Context Understanding in Computer Vision: A Survey—0
Continual Low-Rank Scaled Dot-product Attention—0
Continuous Human Action Detection Based on Wearable Inertial Data—0
Convolutional Neural Networks for Aerial Multi-Label Pedestrian Detection—0
Cooperative Multi-Cell Massive Access with Temporally Correlated Activity—0
Cross-Channel Attention-Based Target Speaker Voice Activity Detection: Experimental Results for M2MeT Challenge—0
Cross-domain Voice Activity Detection with Self-Supervised Representations—0
Cross modal video representations for weakly supervised active speaker localization—0
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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