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الرئيسية
SOTA
Action Detection
Action Detection On Charades
Action Detection On Charades
المقاييس
mAP
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اسم النموذج
mAP
Paper Title
Repository
PDAN (RGB+Flow)
26.5
PDAN: Pyramid Dilated Attention Network for Action Detection
R-C3D
12.4
R-C3D: Region Convolutional 3D Network for Temporal Activity Detection
PAT
26.5
PAT: Position-Aware Transformer for Dense Multi-Label Action Detection
-
TGM (RGB+Flow)
22.3
Temporal Gaussian Mixture Layer for Videos
3D ResNet-50 pretrained on AViD
23.2
AViD Dataset: Anonymized Videos from Diverse Countries
TTM
28.79
Token Turing Machines
MLAD (RGB + Flow)
23.7
Modeling Multi-Label Action Dependencies for Temporal Action Localization
Super-events (RGB+Flow)
19.41
Learning Latent Super-Events to Detect Multiple Activities in Videos
Coarse-Fine Networks
25.1
Coarse-Fine Networks for Temporal Activity Detection in Videos
Sigurdsson et al.
9.6
Asynchronous Temporal Fields for Action Recognition
Coarse-Fine Networks (w/ self-supervised detection pretraining)
26.95
Weakly-guided Self-supervised Pretraining for Temporal Activity Detection
UniMD+Sync. (RGB+Flow)
26.53
UniMD: Towards Unifying Moment Retrieval and Temporal Action Detection
3D ResNet-50 + super-events pretrained on AViD
25.2
AViD Dataset: Anonymized Videos from Diverse Countries
CTRN
27.8
CTRN: Class-Temporal Relational Network for Action Detection
-
MS-TCT (RGB only)
25.4
MS-TCT: Multi-Scale Temporal ConvTransformer for Action Detection
I3D + biGRU + VS-ST-MPNN
23.7
Representation Learning on Visual-Symbolic Graphs for Video Understanding
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