SOTAVerified

Temporal Action Localization

Temporal Action Localization aims to detect activities in the video stream and output beginning and end timestamps. It is closely related to Temporal Action Proposal Generation.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 301–350 of 1477 papers

TitleStatusHype
Divide and Conquer for Single-Frame Temporal Action Localization—0
Online Temporal Action Localization with Memory-Augmented Transformer—0
A Unified Method for First and Third Person Action Recognition—0
Distilling Knowledge from CNN-Transformer Models for Enhanced Human Action Recognition—0
Action in Mind: A Neural Network Approach to Action Recognition and Segmentation—0
DiscrimNet: Semi-Supervised Action Recognition from Videos using Generative Adversarial Networks—0
Distilling Vision-Language Pre-training to Collaborate with Weakly-Supervised Temporal Action Localization—0
Activity Recognition on a Large Scale in Short Videos - Moments in Time Dataset—0
A Tube-and-Droplet-based Approach for Representing and Analyzing Motion Trajectories—0
Discriminative Hierarchical Rank Pooling for Activity Recognition—0
Attributes' Importance for Zero-Shot Pose-Classification Based on Wearable Sensors—0
A baseline on continual learning methods for video action recognition—0
Discriminatively Trained Latent Ordinal Model for Video Classification—0
DistInit: Learning Video Representations Without a Single Labeled Video—0
Dividing and Aggregating Network for Multi-view Action Recognition—0
DL-SFA: Deeply-Learned Slow Feature Analysis for Action Recognition—0
Dynamic Graph Modules for Modeling Object-Object Interactions in Activity Recognition—0
Attentive Action and Context Factorization—0
Attention Transfer from Web Images for Video Recognition—0
Activity Graph Transformer for Temporal Action Localization—0
Attention-based Temporal Weighted Convolutional Neural Network for Action Recognition—0
Active Learning with Effective Scoring Functions for Semi-Supervised Temporal Action Localization—0
ActionFlowNet: Learning Motion Representation for Action Recognition—0
Differential Recurrent Neural Networks for Action Recognition—0
Attend and Interact: Higher-Order Object Interactions for Video Understanding—0
Active Generation Network of Human Skeleton for Action Recognition—0
Action Detection by Implicit Intentional Motion Clustering—0
A Survey on Video Moment Localization—0
ActionXPose: A Novel 2D Multi-view Pose-based Algorithm for Real-time Human Action Recognition—0
3D Action Recognition From Novel Viewpoints—0
A Survey on Temporal Sentence Grounding in Videos—0
A Survey on Multimodal Wearable Sensor-based Human Action Recognition—0
Action Unit Memory Network for Weakly Supervised Temporal Action Localization—0
A Survey on Human Action Recognition—0
A Survey on Backbones for Deep Video Action Recognition—0
Action Understanding with Multiple Classes of Actors—0
Action Detail Matters: Refining Video Recognition with Local Action Queries—0
A Survey of Visual Analysis of Human Motion and Its Applications—0
A Survey of Video-based Action Quality Assessment—0
A Survey of Knowledge Representation in Service Robotics—0
A3D: Adaptive 3D Networks for Video Action Recognition—0
Differentiable Frequency-based Disentanglement for Aerial Video Action Recognition—0
Direct Dense Pose Estimation—0
A Simple and Efficient Baseline for Video Action Recognition—0
Enhancing Human Action Recognition and Violence Detection Through Deep Learning Audiovisual Fusion—0
DAVE: Diverse Atomic Visual Elements Dataset with High Representation of Vulnerable Road Users in Complex and Unpredictable Environments—0
Detekcja upadku i wybranych akcji na sekwencjach obrazów cyfrowych—0
Action Class Relation Detection and Classification Across Multiple Video Datasets—0
ARTiS: Appearance-based Action Recognition in Task Space for Real-Time Human-Robot Collaboration—0
Detecting Hands in Egocentric Videos: Towards Action Recognition—0
Show:102550
← PrevPage 7 of 30Next →
All datasetsTHUMOS14ActivityNet-1.3HACSFineActionMultiTHUMOSCrossTaskEPIC-KITCHENS-100MUSESActivityNet-1.2Ego4D MQ testEgo4D MQ valMEXaction2

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1AdaTAD (VideoMAEv2-giant)Avg mAP (0.3:0.7)76.9—Unverified
2RDFA-S6 (InternVideo2-6B)Avg mAP (0.3:0.7)74.2—Unverified
3ActionMamba(InternVideo2-6B)Avg mAP (0.3:0.7)72.72—Unverified
4GCMmAP IOU@0.172.5—Unverified
5AGT (Ours)mAP IOU@0.172.1—Unverified
6InternVideo2-6BAvg mAP (0.3:0.7)72—Unverified
7ActionFormer (InternVideo features)Avg mAP (0.3:0.7)71.58—Unverified
8TriDet (VideoMAE v2-g feature)Avg mAP (0.3:0.7)70.1—Unverified
9InternVideo2-1BAvg mAP (0.3:0.7)69.8—Unverified
10ActionFormer (VideoMAE V2-g features)Avg mAP (0.3:0.7)69.6—Unverified
#ModelMetricClaimedVerifiedStatus
1UnLoc-LmAP IOU@0.559.3—Unverified
2RDFA-S6 (InternVideo2-6B)mAP42.9—Unverified
3ActionMamba (InternVideo2-6B)mAP42.02—Unverified
4PRN+BMN (ensemble)mAP42—Unverified
5AdaTAD (VideoMAEv2-giant)mAP41.93—Unverified
6InternVideo2-6BmAP41.2—Unverified
7InternVideo2-1BmAP40.4—Unverified
8UniMD+Sync.mAP39.83—Unverified
9PRN (CSN)mAP39.4—Unverified
10InternVideomAP39—Unverified
#ModelMetricClaimedVerifiedStatus
1RDFA-S6 (InternVideo2-6B)Average-mAP45.8—Unverified
2ActionMamba(InternVideo2-6B)Average-mAP44.56—Unverified
3DyFADet(VideoMAEv2)Average-mAP44.3—Unverified
4InternVideo2-6BAverage-mAP43.3—Unverified
5TriDet (VideoMAEv2)Average-mAP43.1—Unverified
6InternVideo2-1BAverage-mAP42.4—Unverified
7InternVideoAverage-mAP41.55—Unverified
8TriDet (SlowFast)Average-mAP38.6—Unverified
9TriDet (I3D RGB)Average-mAP36.8—Unverified
10TadTr (I3D RGB)Average-mAP32.09—Unverified
#ModelMetricClaimedVerifiedStatus
1RDFA-S6 (InternVideo2-6B)mAP29.6—Unverified
2ActionMamba(InternVideo2-6B)mAP29.04—Unverified
3InternVideo2-6BmAP27.7—Unverified
4DyFADet (VideoMAE v2-g)mAP23.8—Unverified
5VideoMAE V2-gmAP18.24—Unverified
6InternVideomAP17.57—Unverified
7BMN (i3d feaure)mAP9.25—Unverified
8G-TAD (i3d feature)mAP9.06—Unverified
9DBG (i3d feature)mAP6.75—Unverified
#ModelMetricClaimedVerifiedStatus
1TriDet (VideoMAEv2)Average mAP37.5—Unverified
2DualDETR (I3D-rgb)Average mAP32.64—Unverified
3TriDet (I3D-rgb)Average mAP30.7—Unverified
4TemporalMaxerAverage mAP29.9—Unverified
5PointTADAverage mAP23.5—Unverified
6PDANAverage mAP17.3—Unverified
7MS-TCTAverage mAP16.2—Unverified
8MLADAverage mAP14.2—Unverified
#ModelMetricClaimedVerifiedStatus
1VideoCLIPRecall47.3—Unverified
2VLMRecall46.5—Unverified
3TACoRecall42.5—Unverified
4Text-Video EmbeddingRecall33.6—Unverified
5Fully-supervised upper-boundRecall31.6—Unverified
6ZhukovRecall22.4—Unverified
7AlayracRecall13.3—Unverified
#ModelMetricClaimedVerifiedStatus
1AdaTAD (verb, VideoMAE-L)Avg mAP (0.1-0.5)29.3—Unverified
2TriDet (verb)Avg mAP (0.1-0.5)25.4—Unverified
3TemporalMaxer (verb)Avg mAP (0.1-0.5)24.5—Unverified
4ActionFormer (verb)Avg mAP (0.1-0.5)23.5—Unverified
5G-TAD (verb)Avg mAP (0.1-0.5)9.4—Unverified
6BMN (verb)Avg mAP (0.1-0.5)8.4—Unverified
#ModelMetricClaimedVerifiedStatus
1TemporalMaxermAP27.2—Unverified
2MUSESmAP18.6—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepMetricLearnermAP IOU@0.535.2—Unverified
#ModelMetricClaimedVerifiedStatus
1ActionFormer (SlowFast+Omnivore+EgoVLP)Average mAP21.76—Unverified
#ModelMetricClaimedVerifiedStatus
1ActionFormer (SlowFast+Omnivore+EgoVLP)Average mAP21.4—Unverified
#ModelMetricClaimedVerifiedStatus
1S-CNNmAP7.4—Unverified