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 1151–1200 of 1477 papers

TitleStatusHype
Boundary Content Graph Neural Network for Temporal Action Proposal Generation—0
Boundary Uncertainty in a Single-Stage Temporal Action Localization Network—0
Bregman Divergences for Infinite Dimensional Covariance Matrices—0
Bridge the Gap: From Weak to Full Supervision for Temporal Action Localization with PseudoFormer—0
Bridging the gap between Human Action Recognition and Online Action Detection—0
Building Neural Networks on Matrix Manifolds: A Gyrovector Space Approach—0
Bullying10K: A Large-Scale Neuromorphic Dataset towards Privacy-Preserving Bullying Recognition—0
CAG-QIL: Context-Aware Actionness Grouping via Q Imitation Learning for Online Temporal Action Localization—0
CAMREP- Concordia Action and Motion Repository—0
Can Humans Fly? Action Understanding With Multiple Classes of Actors—0
Can MLLMs Guide Weakly-Supervised Temporal Action Localization Tasks?—0
Canonical Correlation Analysis for Misaligned Satellite Image Change Detection—0
Cascaded Interactional Targeting Network for Egocentric Video Analysis—0
Cascaded Pyramid Mining Network for Weakly Supervised Temporal Action Localization—0
Cascade Evidential Learning for Open-World Weakly-Supervised Temporal Action Localization—0
Category-Blind Human Action Recognition: A Practical Recognition System—0
Unifying Graph Embedding Features with Graph Convolutional Networks for Skeleton-based Action Recognition—0
CFAD: Coarse-to-Fine Action Detector for Spatiotemporal Action Localization—0
Chain-of-Thought Textual Reasoning for Few-shot Temporal Action Localization—0
CHAM: action recognition using convolutional hierarchical attention model—0
Classifying Object Manipulation Actions based on Grasp-types and Motion-Constraints—0
Classifying Soccer Ball-on-Goal Position Through Kicker Shooting Action—0
CLIP-AE: CLIP-assisted Cross-view Audio-Visual Enhancement for Unsupervised Temporal Action Localization—0
CMAE-V: Contrastive Masked Autoencoders for Video Action Recognition—0
CNN-Based Action Recognition and Pose Estimation for Classifying Animal Behavior from Videos: A Survey—0
CNN-based Action Recognition and Supervised Domain Adaptation on 3D Body Skeletons via Kernel Feature Maps—0
Coding Kendall's Shape Trajectories for 3D Action Recognition—0
Collaborative Distillation in the Parameter and Spectrum Domains for Video Action Recognition—0
Collecting and Annotating the Large Continuous Action Dataset—0
Combined CNN Transformer Encoder for Enhanced Fine-grained Human Action Recognition—0
Combining ConvNets with Hand-Crafted Features for Action Recognition Based on an HMM-SVM Classifier—0
Combining Deep Learning Classifiers for 3D Action Recognition—0
Combining Spatio-Temporal Appearance Descriptors and Optical Flow for Human Action Recognition in Video Data—0
Comparative Evaluation of Action Recognition Methods via Riemannian Manifolds, Fisher Vectors and GMMs: Ideal and Challenging Conditions—0
Complementary Boundary Generator with Scale-Invariant Relation Modeling for Temporal Action Localization: Submission to ActivityNet Challenge 2020—0
Complex Human Action Recognition in Live Videos Using Hybrid FR-DL Method—0
Complex Video Action Reasoning via Learnable Markov Logic Network—0
Composable Augmentation Encoding for Video Representation Learning—0
Compressed Video Action Recognition with Refined Motion Vector—0
Concurrence-Aware Long Short-Term Sub-Memories for Person-Person Action Recognition—0
Context-Aware Cross-Attention for Skeleton-Based Human Action Recognition—0
Context Aware Graph Convolution for Skeleton-Based Action Recognition—0
Context-based Object Viewpoint Estimation: A 2D Relational Approach—0
Context-LSTM: a robust classifier for video detection on UCF101—0
Continuous Action Recognition Based on Sequence Alignment—0
Continuous Human Action Recognition for Human-Machine Interaction: A Review—0
Continuous Video to Simple Signals for Swimming Stroke Detection with Convolutional Neural Networks—0
Contrastive Language-Action Pre-training for Temporal Localization—0
Convolutional Architecture Exploration for Action Recognition and Image Classification—0
Co-occurrence Feature Learning for Skeleton based Action Recognition using Regularized Deep LSTM Networks—0
Show:102550
← PrevPage 24 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