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
Improving the Multi-label Atomic Activity Recognition by Robust Visual Feature and Advanced Attention @ ROAD++ Atomic Activity Recognition 2024—0
Storyboard guided Alignment for Fine-grained Video Action Recognition—0
Multi class activity classification in videos using Motion History Image generationCode0
LS-HAR: Language Supervised Human Action Recognition with Salient Fusion, Construction Sites as a Use-Case—0
Saliency-Guided DETR for Moment Retrieval and Highlight DetectionCode1
Sparse Covariance Neural NetworksCode0
SurgPETL: Parameter-Efficient Image-to-Surgical-Video Transfer Learning for Surgical Phase Recognition—0
Cross-Model Cross-Stream Learning for Self-Supervised Human Action RecognitionCode0
KAN-HyperpointNet for Point Cloud Sequence-Based 3D Human Action Recognition—0
Real-Time Human Action Recognition on Embedded Platforms—0
SITAR: Semi-supervised Image Transformer for Action Recognition—0
Fisher Information guided Purification against Backdoor AttacksCode1
Open-Vocabulary Action Localization with Iterative Visual PromptingCode1
Text-Enhanced Zero-Shot Action Recognition: A training-free approach—0
FMI-TAL: Few-shot Multiple Instances Temporal Action Localization by Probability Distribution Learning and Interval Cluster RefinementCode0
Towards Completeness: A Generalizable Action Proposal Generator for Zero-Shot Temporal Action LocalizationCode1
HabitAction: A Video Dataset for Human Habitual Behavior Recognition—0
TDS-CLIP: Temporal Difference Side Network for Image-to-Video Transfer LearningCode1
Event Stream based Human Action Recognition: A High-Definition Benchmark Dataset and AlgorithmsCode1
Joint Temporal Pooling for Improving Skeleton-based Action Recognition—0
Flatten: Video Action Recognition is an Image Classification task—0
HAT: History-Augmented Anchor Transformer for Online Temporal Action LocalizationCode1
Probabilistic Vision-Language Representation for Weakly Supervised Temporal Action LocalizationCode1
EPAM-Net: An Efficient Pose-driven Attention-guided Multimodal Network for Video Action RecognitionCode1
Online Temporal Action Localization with Memory-Augmented Transformer—0
Enhancing Human Action Recognition and Violence Detection Through Deep Learning Audiovisual Fusion—0
C3T: Cross-modal Transfer Through Time for Sensor-based Human Activity Recognition—0
Semi-Supervised Pipe Video Temporal Defect Interval Localization—0
LORTSAR: Low-Rank Transformer for Skeleton-based Action Recognition—0
Enhancing Temporal Action Localization: Advanced S6 Modeling with Recurrent MechanismCode1
ActionSwitch: Class-agnostic Detection of Simultaneous Actions in Streaming VideosCode1
Augmented Neural Fine-Tuning for Efficient Backdoor PurificationCode1
Full-Stage Pseudo Label Quality Enhancement for Weakly-supervised Temporal Action LocalizationCode0
Towards Adaptive Pseudo-label Learning for Semi-Supervised Temporal Action Localization—0
EA-VTR: Event-Aware Video-Text Retrieval—0
Exploring Scalability of Self-Training for Open-Vocabulary Temporal Action LocalizationCode1
AWT: Transferring Vision-Language Models via Augmentation, Weighting, and TransportationCode2
DyFADet: Dynamic Feature Aggregation for Temporal Action DetectionCode1
Advancing Compressed Video Action Recognition through Progressive Knowledge DistillationCode0
Referring Atomic Video Action RecognitionCode1
Mask and Compress: Efficient Skeleton-based Action Recognition in Continual LearningCode0
Snakes and Ladders: Two Steps Up for VideoMambaCode1
The Surprising Effectiveness of Multimodal Large Language Models for Video Moment RetrievalCode2
Expressive Keypoints for Skeleton-based Action Recognition via Skeleton TransformationCode0
Using joint angles based on the international biomechanical standards for human action recognition and related tasks—0
Open-Vocabulary Temporal Action Localization using Multimodal Guidance—0
SVFormer: A Direct Training Spiking Transformer for Efficient Video Action Recognition—0
SMART: Scene-motion-aware human action recognition framework for mental disorder groupCode0
DL-KDD: Dual-Light Knowledge Distillation for Action Recognition in the Dark—0
RNNs, CNNs and Transformers in Human Action Recognition: A Survey and a Hybrid Model—0
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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