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 1201–1250 of 1477 papers

TitleStatusHype
Regularizing Long Short Term Memory With 3D Human-Skeleton Sequences for Action Recognition—0
Relational Long Short-Term Memory for Video Action Recognition—0
Relation Modeling in Spatio-Temporal Action Localization—0
Relevance Detection in Cataract Surgery Videos by Spatio-Temporal Action Localization—0
Representation Learning for Compressed Video Action Recognition via Attentive Cross-modal Interaction with Motion Enhancement—0
Im2Flow: Motion Hallucination from Static Images for Action RecognitionCode0
Interpretable 3D Human Action Analysis with Temporal Convolutional NetworksCode0
3C-Net: Category Count and Center Loss for Weakly-Supervised Action LocalizationCode0
End-to-End Semantic Video Transformer for Zero-Shot Action RecognitionCode0
Investigation of Different Skeleton Features for CNN-based 3D Action RecognitionCode0
Weakly Supervised Action Localization by Sparse Temporal Pooling NetworkCode0
VideoLSTM Convolves, Attends and Flows for Action RecognitionCode0
I3D-LSTM: A New Model for Human Action RecognitionCode0
Iterative Projection and Matching: Finding Structure-preserving Representatives and Its Application to Computer VisionCode0
temporal driver action Localization using action classifications methodCode0
Two-Stream Action Recognition-Oriented Video Super-ResolutionCode0
Action Recognition for Depth Video using Multi-view Dynamic ImagesCode0
Cross-Model Cross-Stream Learning for Self-Supervised Human Action RecognitionCode0
ConvGRU in Fine-grained Pitching Action Recognition for Action Outcome PredictionCode0
Skeleton-Based Action Recognition With Directed Graph Neural NetworksCode0
Joint Discovery of Object States and Manipulation ActionsCode0
Skeleton-Based Action Recognition with Multi-Stream Adaptive Graph Convolutional NetworksCode0
PMI Sampler: Patch Similarity Guided Frame Selection for Aerial Action RecognitionCode0
Dynamic Image Networks for Action RecognitionCode0
Action Recognition Based on Optimal Joint Selection and Discriminative Depth DescriptorCode0
DVFL-Net: A Lightweight Distilled Video Focal Modulation Network for Spatio-Temporal Action RecognitionCode0
Skeleton-OOD: An End-to-End Skeleton-Based Model for Robust Out-of-Distribution Human Action DetectionCode0
Pose And Joint-Aware Action RecognitionCode0
UAV-GESTURE: A Dataset for UAV Control and Gesture RecognitionCode0
Skeleton-Based Human Action Recognition with Noisy LabelsCode0
Temporal Localization of Fine-Grained Actions in Videos by Domain Transfer from Web ImagesCode0
Human activity recognition from skeleton posesCode0
Audio-Visual Model Distillation Using Acoustic ImagesCode0
Attentive Semantic Video Generation using CaptionsCode0
UCF101: A Dataset of 101 Human Actions Classes From Videos in The WildCode0
A Bag-of-Words Equivalent Recurrent Neural Network for Action RecognitionCode0
KORSAL: Key-point Detection based Online Real-Time Spatio-Temporal Action LocalizationCode0
Skeleton Image Representation for 3D Action Recognition based on Tree Structure and Reference JointsCode0
Temporal Residual Networks for Dynamic Scene RecognitionCode0
Precondition and Effect Reasoning for Action RecognitionCode0
Language Model Guided Interpretable Video Action ReasoningCode0
Attentional Pooling for Action RecognitionCode0
Large-scale Robustness Analysis of Video Action Recognition ModelsCode0
Large-scale weakly-supervised pre-training for video action recognitionCode0
Asynchronous Temporal Fields for Action RecognitionCode0
Analyzing Human-Human Interactions: A SurveyCode0
Temporal Shuffling for Defending Deep Action Recognition Models against Adversarial AttacksCode0
Human Action Recognition Using Deep Multilevel Multimodal (M2) Fusion of Depth and Inertial SensorsCode0
Domain and View-point Agnostic Hand Action RecognitionCode0
Action Tubelet Detector for Spatio-Temporal Action LocalizationCode0
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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