The revised human action datasets (UCF101 and HMDB51) are published in this repo. They can be used to evaluate the task of zero-shot action recognition in a fair way.
The Excel file has four sheets and each sheet is related to one overlapping case between ZSL dataset and pre-training dataset (see more details in th paper). The overlapping classes for UCF101 and HMDB51 are hightlighted in red, andnon-overlapping classes are in black. Pepole can directly use them for ZSAR evaluation in a fair way.