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

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Showing 51–100 of 1477 papers

TitleStatusHype
DEVIAS: Learning Disentangled Video Representations of Action and SceneCode1
Bridging the Gap: A Unified Video Comprehension Framework for Moment Retrieval and Highlight DetectionCode1
Temporal Action Localization for Inertial-based Human Activity RecognitionCode1
Challenges in Video-Based Infant Action Recognition: A Critical Examination of the State of the ArtCode1
Exploring Self-supervised Skeleton-based Action Recognition in Occluded EnvironmentsCode1
CDFSL-V: Cross-Domain Few-Shot Learning for VideosCode1
B2C-AFM: Bi-Directional Co-Temporal and Cross-Spatial Attention Fusion Model for Human Action RecognitionCode1
POCO: 3D Pose and Shape Estimation with ConfidenceCode1
HR-Pro: Point-supervised Temporal Action Localization via Hierarchical Reliability PropagationCode1
Masked Motion Predictors are Strong 3D Action Representation LearnersCode1
Hard No-Box Adversarial Attack on Skeleton-Based Human Action Recognition with Skeleton-Motion-Informed GradientCode1
DDG-Net: Discriminability-Driven Graph Network for Weakly-supervised Temporal Action LocalizationCode1
Video-FocalNets: Spatio-Temporal Focal Modulation for Video Action RecognitionCode1
Actionness Inconsistency-guided Contrastive Learning for Weakly-supervised Temporal Action LocalizationCode1
Seeing the Pose in the Pixels: Learning Pose-Aware Representations in Vision TransformersCode1
Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationCode1
Riemannian Multinomial Logistics Regression for SPD Neural NetworksCode1
Boosting Weakly-Supervised Temporal Action Localization with Text InformationCode1
TSGCNeXt: Dynamic-Static Multi-Graph Convolution for Efficient Skeleton-Based Action Recognition with Long-term Learning PotentialCode1
Improving Weakly Supervised Temporal Action Localization by Bridging Train-Test Gap in Pseudo LabelsCode1
WEAR: An Outdoor Sports Dataset for Wearable and Egocentric Activity RecognitionCode1
Dual Contrastive Prediction for Incomplete Multi-view Representation LearningCode1
STMT: A Spatial-Temporal Mesh Transformer for MoCap-Based Action RecognitionCode1
A Large-scale Study of Spatiotemporal Representation Learning with a New Benchmark on Action RecognitionCode1
Synthetic-to-Real Domain Adaptation for Action Recognition: A Dataset and Baseline PerformancesCode1
TemporalMaxer: Maximize Temporal Context with only Max Pooling for Temporal Action LocalizationCode1
Learning Discriminative Representations for Skeleton Based Action RecognitionCode1
Neural Koopman Pooling: Control-Inspired Temporal Dynamics Encoding for Skeleton-Based Action RecognitionCode1
ResFormer: Scaling ViTs with Multi-Resolution TrainingCode1
Re^2TAL: Rewiring Pretrained Video Backbones for Reversible Temporal Action LocalizationCode1
Video Test-Time Adaptation for Action RecognitionCode1
Mitigating and Evaluating Static Bias of Action Representations in the Background and the ForegroundCode1
SimOn: A Simple Framework for Online Temporal Action LocalizationCode1
Holistic Interaction Transformer Network for Action DetectionCode1
PointTAD: Multi-Label Temporal Action Detection with Learnable Query PointsCode1
Multi-dataset Training of Transformers for Robust Action RecognitionCode1
Privacy-Preserving Action Recognition via Motion Difference QuantizationCode1
Time Is MattEr: Temporal Self-supervision for Video TransformersCode1
ReAct: Temporal Action Detection with Relational QueriesCode1
Proposal-Free Temporal Action Detection via Global Segmentation Mask LearningCode1
ST-Adapter: Parameter-Efficient Image-to-Video Transfer LearningCode1
MMNet: A Model-Based Multimodal Network for Human Action Recognition in RGB-D VideosCode1
BasicTAD: an Astounding RGB-Only Baseline for Temporal Action DetectionCode1
Convex Combination Consistency between Neighbors for Weakly-supervised Action LocalizationCode1
E^2TAD: An Energy-Efficient Tracking-based Action DetectorCode1
An Empirical Study of End-to-End Temporal Action DetectionCode1
TALLFormer: Temporal Action Localization with a Long-memory TransformerCode1
Fine-grained Temporal Contrastive Learning for Weakly-supervised Temporal Action LocalizationCode1
ASM-Loc: Action-aware Segment Modeling for Weakly-Supervised Temporal Action LocalizationCode1
Unsupervised Pre-training for Temporal Action Localization TasksCode1
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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