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Action Detection On Charades

Metrics

mAP

Results

Performance results of various models on this benchmark

Model Name
mAP
Paper TitleRepository
PDAN (RGB+Flow)26.5PDAN: Pyramid Dilated Attention Network for Action Detection
R-C3D12.4R-C3D: Region Convolutional 3D Network for Temporal Activity Detection
PAT26.5PAT: Position-Aware Transformer for Dense Multi-Label Action Detection-
TGM (RGB+Flow)22.3Temporal Gaussian Mixture Layer for Videos
3D ResNet-50 pretrained on AViD23.2AViD Dataset: Anonymized Videos from Diverse Countries
TTM28.79Token Turing Machines
MLAD (RGB + Flow)23.7Modeling Multi-Label Action Dependencies for Temporal Action Localization
Super-events (RGB+Flow)19.41Learning Latent Super-Events to Detect Multiple Activities in Videos
Coarse-Fine Networks25.1Coarse-Fine Networks for Temporal Activity Detection in Videos
Sigurdsson et al.9.6Asynchronous Temporal Fields for Action Recognition
Coarse-Fine Networks (w/ self-supervised detection pretraining)26.95Weakly-guided Self-supervised Pretraining for Temporal Activity Detection
UniMD+Sync. (RGB+Flow)26.53UniMD: Towards Unifying Moment Retrieval and Temporal Action Detection
3D ResNet-50 + super-events pretrained on AViD25.2AViD Dataset: Anonymized Videos from Diverse Countries
CTRN27.8CTRN: Class-Temporal Relational Network for Action Detection-
MS-TCT (RGB only)25.4MS-TCT: Multi-Scale Temporal ConvTransformer for Action Detection
I3D + biGRU + VS-ST-MPNN23.7Representation Learning on Visual-Symbolic Graphs for Video Understanding-
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