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 101–150 of 1477 papers

TitleStatusHype
Continual Spatio-Temporal Graph Convolutional NetworksCode1
DirecFormer: A Directed Attention in Transformer Approach to Robust Action RecognitionCode1
OpenTAL: Towards Open Set Temporal Action LocalizationCode1
Weakly Supervised Temporal Action Localization via Representative Snippet Knowledge PropagationCode1
CZU-MHAD: A multimodal dataset for human action recognition utilizing a depth camera and 10 wearable inertial sensorsCode1
Temporal Action Proposal Generation with Background ConstraintCode1
MS-TCT: Multi-Scale Temporal ConvTransformer for Action DetectionCode1
DCAN: Improving Temporal Action Detection via Dual Context AggregationCode1
Learning from Temporal Gradient for Semi-supervised Action RecognitionCode1
Background-Click Supervision for Temporal Action LocalizationCode1
M2A: Motion Aware Attention for Accurate Video Action RecognitionCode1
Real-time 3D human action recognition based on Hyperpoint sequenceCode1
Relational Self-Attention: What's Missing in Attention for Video UnderstandingCode1
Logsig-RNN: a novel network for robust and efficient skeleton-based action recognitionCode1
Few-Shot Temporal Action Localization with Query Adaptive TransformerCode1
ActionCLIP: A New Paradigm for Video Action RecognitionCode1
Foreground-Action Consistency Network for Weakly Supervised Temporal Action LocalizationCode1
Learning Action Completeness from Points for Weakly-supervised Temporal Action LocalizationCode1
AutoVideo: An Automated Video Action Recognition SystemCode1
Cross-modal Consensus Network for Weakly Supervised Temporal Action LocalizationCode1
Enriching Local and Global Contexts for Temporal Action LocalizationCode1
Cross-modal Consensus Network forWeakly Supervised Temporal Action LocalizationCode1
STAR: Sparse Transformer-based Action RecognitionCode1
RGB Stream Is Enough for Temporal Action DetectionCode1
Action Transformer: A Self-Attention Model for Short-Time Pose-Based Human Action RecognitionCode1
Hear Me Out: Fusional Approaches for Audio Augmented Temporal Action LocalizationCode1
Proposal Relation Network for Temporal Action DetectionCode1
End-to-end Temporal Action Detection with TransformerCode1
BABEL: Bodies, Action and Behavior with English LabelsCode1
Keeping Your Eye on the Ball: Trajectory Attention in Video TransformersCode1
FineAction: A Fine-Grained Video Dataset for Temporal Action LocalizationCode1
Multimodal Clustering Networks for Self-supervised Learning from Unlabeled VideosCode1
VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and TextCode1
MGSampler: An Explainable Sampling Strategy for Video Action RecognitionCode1
ACM-Net: Action Context Modeling Network for Weakly-Supervised Temporal Action LocalizationCode1
Self-Supervised Learning for Semi-Supervised Temporal Action ProposalCode1
CoLA: Weakly-Supervised Temporal Action Localization with Snippet Contrastive LearningCode1
No frame left behind: Full Video Action RecognitionCode1
Learning Salient Boundary Feature for Anchor-free Temporal Action LocalizationCode1
The Blessings of Unlabeled Background in Untrimmed VideosCode1
Temporal Context Aggregation Network for Temporal Action Proposal RefinementCode1
MoViNets: Mobile Video Networks for Efficient Video RecognitionCode1
ACTION-Net: Multipath Excitation for Action RecognitionCode1
Modeling Multi-Label Action Dependencies for Temporal Action LocalizationCode1
Learning Self-Similarity in Space and Time as Generalized Motion for Video Action RecognitionCode1
PDAN: Pyramid Dilated Attention Network for Action DetectionCode1
A Hybrid Attention Mechanism for Weakly-Supervised Temporal Action LocalizationCode1
Multi-shot Temporal Event Localization: a BenchmarkCode1
MVFNet: Multi-View Fusion Network for Efficient Video RecognitionCode1
Spatial Temporal Transformer Network for Skeleton-based Action RecognitionCode1
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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