Table 5.

Comparing self-supervised pre-trained models for HAR using HMDB51.

Method	Accuracy (%)
Order Prediction Network pre-trained w/ UCF101 [77]	37.5
Odd-one-out pre-trained w/ ImageNet [76]	40.8
2D ViT + LSTM pre-trained w/ ImageNet (Present study)	41.9