Table 9 UCF101 Dataset Comparison with Literature (Sorted by Accuracy).
From: Innovative temporal summarization for complex video classification
Reference | Method | Network | Accuracy |
|---|---|---|---|
Shuffle&Learn | AlexNet | 50.2 | |
Clip Order | C3D | 65.6 | |
LTL Image-based | R(2+1)D + ResNet-18 | 73.0 | |
P-ODN | ConvNet | 78.6 | |
Dynamics 2 | DenseNet-201 Transformer | 86.1 | |
EMV-CNN | – | 86.4 | |
DTMV-CNN | – | 87.5 | |
CoViAR | – | 90.4 | |
DMC-Net | ResNet-18 | 90.9 | |
ConDi-SR | ResNeXt + ShuffleNetV2 | 91.2 | |
DMC-Net | I3D | 92.3 | |
Ours | Summarization | ResNet | 92.42 |
