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 13511400 of 1477 papers

TitleStatusHype
Action recognition in still images by latent superpixel classification0
Every Moment Counts: Dense Detailed Labeling of Actions in Complex VideosCode0
Towards Good Practices for Very Deep Two-Stream ConvNetsCode1
Time Series Classification using the Hidden-Unit Logistic Model0
Slow and steady feature analysis: higher order temporal coherence in video0
P-CNN: Pose-based CNN Features for Action Recognition0
First-Take-All: Temporal Order-Preserving Hashing for 3D Action Videos0
Learning to track for spatio-temporal action localization0
Modeling Video Evolution for Action Recognition0
Motion Part Regularization: Improving Action Recognition via Trajectory Selection0
Dynamically Encoded Actions Based on Spacetime Saliency0
Space-Time Tree Ensemble for Action Recognition0
DevNet: A Deep Event Network for Multimedia Event Detection and Evidence Recounting0
Elastic Functional Coding of Human Actions: From Vector-Fields to Latent Variables0
Delving Into Egocentric Actions0
Can Humans Fly? Action Understanding With Multiple Classes of Actors0
Bilinear Heterogeneous Information Machine for RGB-D Action Recognition0
Interaction Part Mining: A Mid-Level Approach for Fine-Grained Action Recognition0
A Novel Locally Linear KNN Model for Visual Recognition0
Joint Action Recognition and Pose Estimation From Video0
Learning a Non-Linear Knowledge Transfer Model for Cross-View Action Recognition0
ActivityNet: A Large-Scale Video Benchmark for Human Activity UnderstandingCode0
Multi-Feature Max-Margin Hierarchical Bayesian Model for Action Recognition0
What do 15,000 Object Categories Tell Us About Classifying and Localizing Actions?0
Action Recognition with Trajectory-Pooled Deep-Convolutional DescriptorsCode0
The Best of Both Worlds: Combining Data-independent and Data-driven Approaches for Action Recognition0
Visual Semantic Role LabelingCode1
Sparse 3D convolutional neural networksCode0
Contextual Action Recognition with R*CNNCode0
Modeling Representation of Videos for Anomaly Detection using Deep Learning: A Review0
Fusing multiple features for depth-based action recognition0
Differential Recurrent Neural Networks for Action Recognition0
A robust and efficient video representation for action recognition0
Learning discriminative trajectorylet detector sets for accurate skeleton-based action recognition0
Temporal Localization of Fine-Grained Actions in Videos by Domain Transfer from Web ImagesCode0
Discriminative Bayesian Dictionary Learning for Classification0
Video-Based Action Recognition Using Rate-Invariant Analysis of Covariance Trajectories0
Temporal Pyramid Pooling Based Convolutional Neural Networks for Action Recognition0
Describing Videos by Exploiting Temporal StructureCode0
Unsupervised Learning of Video Representations using LSTMsCode1
Multi-Action Recognition via Stochastic Modelling of Optical Flow and Gradients0
Semantic Embedding Space for Zero-Shot Action Recognition0
Multimodal Task-Driven Dictionary Learning for Image ClassificationCode0
Linear-time Online Action Detection From 3D Skeletal Data Using Bags of Gesturelets0
Learning Latent Spatio-Temporal Compositional Model for Human Action Recognition0
Feature Sampling Strategies for Action Recognition0
Advances in Human Action Recognition: A Survey0
Deep Convolutional Neural Networks for Action Recognition Using Depth Map Sequences0
Reconstruction-free action inference from compressive imagers0
Gradient Boundary Histograms for Action Recognition0
Show:102550
← PrevPage 28 of 30Next →

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