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 151–200 of 1477 papers

TitleStatusHype
EZ-CLIP: Efficient Zeroshot Video Action RecognitionCode1
Fast Fourier ConvolutionCode1
Few-Shot Temporal Action Localization with Query Adaptive TransformerCode1
FineAction: A Fine-Grained Video Dataset for Temporal Action LocalizationCode1
Foreground-Action Consistency Network for Weakly Supervised Temporal Action LocalizationCode1
Generative Model-based Feature Knowledge Distillation for Action RecognitionCode1
G-TAD: Sub-Graph Localization for Temporal Action DetectionCode1
Hard No-Box Adversarial Attack on Skeleton-Based Human Action Recognition with Skeleton-Motion-Informed GradientCode1
Challenges in Video-Based Infant Action Recognition: A Critical Examination of the State of the ArtCode1
Improved Residual Networks for Image and Video RecognitionCode1
Infrared and 3D skeleton feature fusion for RGB-D action recognitionCode1
InHARD - Industrial Human Action Recognition Dataset in the Context of Industrial Collaborative RoboticsCode1
Compressing Recurrent Neural Networks with Tensor Ring for Action RecognitionCode1
Iterate & Cluster: Iterative Semi-Supervised Action RecognitionCode1
Background Suppression Network for Weakly-supervised Temporal Action LocalizationCode1
Learning Action Completeness from Points for Weakly-supervised Temporal Action LocalizationCode1
BasicTAD: an Astounding RGB-Only Baseline for Temporal Action DetectionCode1
Learning Self-Similarity in Space and Time as Generalized Motion for Video Action RecognitionCode1
Weakly-supervised Temporal Action Localization by Uncertainty ModelingCode1
Lifelong Graph LearningCode1
M2A: Motion Aware Attention for Accurate Video Action RecognitionCode1
Masked Motion Predictors are Strong 3D Action Representation LearnersCode1
ActionSwitch: Class-agnostic Detection of Simultaneous Actions in Streaming VideosCode1
MMNet: A Model-Based Multimodal Network for Human Action Recognition in RGB-D VideosCode1
ASM-Loc: Action-aware Segment Modeling for Weakly-Supervised Temporal Action LocalizationCode1
Action Transformer: A Self-Attention Model for Short-Time Pose-Based Human Action RecognitionCode1
ActionCLIP: A New Paradigm for Video Action RecognitionCode1
Multi-shot Temporal Event Localization: a BenchmarkCode1
CAKES: Channel-wise Automatic KErnel Shrinking for Efficient 3D NetworksCode1
A Comprehensive Study of Deep Video Action RecognitionCode1
No frame left behind: Full Video Action RecognitionCode1
NTU RGB+D 120: A Large-Scale Benchmark for 3D Human Activity UnderstandingCode1
A Hybrid Attention Mechanism for Weakly-Supervised Temporal Action LocalizationCode1
OpenTAL: Towards Open Set Temporal Action LocalizationCode1
AVA: A Video Dataset of Spatio-temporally Localized Atomic Visual ActionsCode1
PDAN: Pyramid Dilated Attention Network for Action DetectionCode1
PointTAD: Multi-Label Temporal Action Detection with Learnable Query PointsCode1
Privacy-Preserving Action Recognition via Motion Difference QuantizationCode1
Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationCode1
Proposal Relation Network for Temporal Action DetectionCode1
CBR-Net: Cascade Boundary Refinement Network for Action Detection: Submission to ActivityNet Challenge 2020 (Task 1)Code1
Bottom-Up Temporal Action Localization with Mutual RegularizationCode1
Revisiting Foreground and Background Separation in Weakly-supervised Temporal Action Localization: A Clustering-based ApproachCode1
RGB Stream Is Enough for Temporal Action DetectionCode1
BMN: Boundary-Matching Network for Temporal Action Proposal GenerationCode1
Augmented Neural Fine-Tuning for Efficient Backdoor PurificationCode1
RubiksNet: Learnable 3D-Shift for Efficient Video Action RecognitionCode1
Saliency-Guided DETR for Moment Retrieval and Highlight DetectionCode1
Actor-Context-Actor Relation Network for Spatio-Temporal Action LocalizationCode1
Dual Contrastive Prediction for Incomplete Multi-view Representation LearningCode1
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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