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

Showing 601650 of 1477 papers

TitleStatusHype
HAUAR: Home Automation Using Action Recognition0
3D ResNet with Ranking Loss Function for Abnormal Activity Detection in Videos0
Complementary Boundary Generator with Scale-Invariant Relation Modeling for Temporal Action Localization: Submission to ActivityNet Challenge 20200
Heterogeneous Skeleton-Based Action Representation Learning0
Graph Convolutional Module for Temporal Action Localization in Videos0
IndGIC: Supervised Action Recognition under Low Illumination0
Inertial Sensor Data To Image Encoding For Human Action Recognition0
Hierarchical Contrastive Motion Learning for Video Action Recognition0
Context-based Object Viewpoint Estimation: A 2D Relational Approach0
Hierarchical Feature Aggregation Networks for Video Action Recognition0
Hierarchical Long Short-Term Concurrent Memory for Human Interaction Recognition0
Hierarchically Learned View-Invariant Representations for Cross-View Action Recognition0
Hierarchical Multi-scale Attention Networks for Action Recognition0
Hierarchical Spatial Sum-Product Networks for Action Recognition in Still Images0
Higher-order Pooling of CNN Features via Kernel Linearization for Action Recognition0
Highly Efficient Human Action Recognition with Quantum Genetic Algorithm Optimized Support Vector Machine0
Continuous Action Recognition Based on Sequence Alignment0
High Speed Human Action Recognition using a Photonic Reservoir Computer0
Histogram of Oriented Depth Gradients for Action Recognition0
Histogram of Oriented Principal Components for Cross-View Action Recognition0
Comparative Evaluation of Action Recognition Methods via Riemannian Manifolds, Fisher Vectors and GMMs: Ideal and Challenging Conditions0
Gradient Frequency Modulation for Visually Explaining Video Understanding Models0
Hollywood 3D: Recognizing Actions in 3D Natural Scenes0
Hollywood in Homes: Crowdsourcing Data Collection for Activity Understanding0
Action Recognition in Video Using Sparse Coding and Relative Features0
How Object Information Improves Skeleton-based Human Action Recognition in Assembly Tasks0
Gradient Boundary Histograms for Action Recognition0
HTNet: Anchor-free Temporal Action Localization with Hierarchical Transformers0
Human Action Adverb Recognition: ADHA Dataset and A Three-Stream Hybrid Model0
Human Action Attribute Learning From Video Data Using Low-Rank Representations0
Human Action Forecasting by Learning Task Grammars0
Human Action Performance using Deep Neuro-Fuzzy Recurrent Attention Model0
Human Action Recognition Across Datasets by Foreground-weighted Histogram Decomposition0
Human Action Recognition and Assessment via Deep Neural Network Self-Organization0
Human Action Recognition and Prediction: A Survey0
Human Action Recognition Based on Context-Dependent Graph Kernels0
Combining Spatio-Temporal Appearance Descriptors and Optical Flow for Human Action Recognition in Video Data0
Human Action Recognition Based on Spatial-Temporal Attention0
Co-Occurrence Matters: Learning Action Relation for Temporal Action Localization0
Human Action Recognition from Various Data Modalities: A Review0
Human Action Recognition (HAR) Using Skeleton-based Spatial Temporal Relative Transformer Network: ST-RTR0
Human Action Recognition in Drone Videos using a Few Aerial Training Examples0
Human Action Recognition in Egocentric Perspective Using 2D Object and Hands Pose0
Human Action Recognition in Still Images Using ConViT0
Human Action Recognition: Pose-based Attention draws focus to Hands0
Human Action Recognition System using Good Features and Multilayer Perceptron Network0
Cooperative Training of Deep Aggregation Networks for RGB-D Action Recognition0
Human Action Recognition using Factorized Spatio-Temporal Convolutional Networks0
Human Action Recognition using Local Two-Stream Convolution Neural Network Features and Support Vector Machines0
Including Semantic Information via Word Embeddings for Skeleton-based Action Recognition0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1AdaTAD (VideoMAEv2-giant)Avg mAP (0.3:0.7)76.9Unverified
2RDFA-S6 (InternVideo2-6B)Avg mAP (0.3:0.7)74.2Unverified
3ActionMamba(InternVideo2-6B)Avg mAP (0.3:0.7)72.72Unverified
4GCMmAP IOU@0.172.5Unverified
5AGT (Ours)mAP IOU@0.172.1Unverified
6InternVideo2-6BAvg mAP (0.3:0.7)72Unverified
7ActionFormer (InternVideo features)Avg mAP (0.3:0.7)71.58Unverified
8TriDet (VideoMAE v2-g feature)Avg mAP (0.3:0.7)70.1Unverified
9InternVideo2-1BAvg mAP (0.3:0.7)69.8Unverified
10ActionFormer (VideoMAE V2-g features)Avg mAP (0.3:0.7)69.6Unverified
#ModelMetricClaimedVerifiedStatus
1UnLoc-LmAP IOU@0.559.3Unverified
2RDFA-S6 (InternVideo2-6B)mAP42.9Unverified
3ActionMamba (InternVideo2-6B)mAP42.02Unverified
4PRN+BMN (ensemble)mAP42Unverified
5AdaTAD (VideoMAEv2-giant)mAP41.93Unverified
6InternVideo2-6BmAP41.2Unverified
7InternVideo2-1BmAP40.4Unverified
8UniMD+Sync.mAP39.83Unverified
9PRN (CSN)mAP39.4Unverified
10InternVideomAP39Unverified
#ModelMetricClaimedVerifiedStatus
1RDFA-S6 (InternVideo2-6B)Average-mAP45.8Unverified
2ActionMamba(InternVideo2-6B)Average-mAP44.56Unverified
3DyFADet(VideoMAEv2)Average-mAP44.3Unverified
4InternVideo2-6BAverage-mAP43.3Unverified
5TriDet (VideoMAEv2)Average-mAP43.1Unverified
6InternVideo2-1BAverage-mAP42.4Unverified
7InternVideoAverage-mAP41.55Unverified
8TriDet (SlowFast)Average-mAP38.6Unverified
9TriDet (I3D RGB)Average-mAP36.8Unverified
10TadTr (I3D RGB)Average-mAP32.09Unverified
#ModelMetricClaimedVerifiedStatus
1RDFA-S6 (InternVideo2-6B)mAP29.6Unverified
2ActionMamba(InternVideo2-6B)mAP29.04Unverified
3InternVideo2-6BmAP27.7Unverified
4DyFADet (VideoMAE v2-g)mAP23.8Unverified
5VideoMAE V2-gmAP18.24Unverified
6InternVideomAP17.57Unverified
7BMN (i3d feaure)mAP9.25Unverified
8G-TAD (i3d feature)mAP9.06Unverified
9DBG (i3d feature)mAP6.75Unverified
#ModelMetricClaimedVerifiedStatus
1TriDet (VideoMAEv2)Average mAP37.5Unverified
2DualDETR (I3D-rgb)Average mAP32.64Unverified
3TriDet (I3D-rgb)Average mAP30.7Unverified
4TemporalMaxerAverage mAP29.9Unverified
5PointTADAverage mAP23.5Unverified
6PDANAverage mAP17.3Unverified
7MS-TCTAverage mAP16.2Unverified
8MLADAverage mAP14.2Unverified
#ModelMetricClaimedVerifiedStatus
1VideoCLIPRecall47.3Unverified
2VLMRecall46.5Unverified
3TACoRecall42.5Unverified
4Text-Video EmbeddingRecall33.6Unverified
5Fully-supervised upper-boundRecall31.6Unverified
6ZhukovRecall22.4Unverified
7AlayracRecall13.3Unverified
#ModelMetricClaimedVerifiedStatus
1AdaTAD (verb, VideoMAE-L)Avg mAP (0.1-0.5)29.3Unverified
2TriDet (verb)Avg mAP (0.1-0.5)25.4Unverified
3TemporalMaxer (verb)Avg mAP (0.1-0.5)24.5Unverified
4ActionFormer (verb)Avg mAP (0.1-0.5)23.5Unverified
5G-TAD (verb)Avg mAP (0.1-0.5)9.4Unverified
6BMN (verb)Avg mAP (0.1-0.5)8.4Unverified
#ModelMetricClaimedVerifiedStatus
1TemporalMaxermAP27.2Unverified
2MUSESmAP18.6Unverified
#ModelMetricClaimedVerifiedStatus
1DeepMetricLearnermAP IOU@0.535.2Unverified
#ModelMetricClaimedVerifiedStatus
1ActionFormer (SlowFast+Omnivore+EgoVLP)Average mAP21.76Unverified
#ModelMetricClaimedVerifiedStatus
1ActionFormer (SlowFast+Omnivore+EgoVLP)Average mAP21.4Unverified
#ModelMetricClaimedVerifiedStatus
1S-CNNmAP7.4Unverified