| # Packages Check | |
| The complete file list is shown below. | |
| ```shell | |
| . | |
| ├── CPR_Dataset_S0.tar.gz.00 # 10 GB | |
| ├── CPR_Dataset_S0.tar.gz.01 # 10 GB | |
| ├── CPR_Dataset_S0.tar.gz.02 # 10 GB | |
| ├── CPR_Dataset_S0.tar.gz.03 # 10 GB | |
| ├── CPR_Dataset_S0.tar.gz.04 # 10 GB | |
| ├── CPR_Dataset_S0.tar.gz.05 # 10 GB | |
| ├── CPR_Dataset_S0.tar.gz.06 # 10 GB | |
| ├── CPR_Dataset_S0.tar.gz.07 # 5.4 GB | |
| ├── CPR_Dataset_S1.tar.gz.00 # 10 GB | |
| ├── CPR_Dataset_S1.tar.gz.01 # 10 GB | |
| ├── CPR_Dataset_S1.tar.gz.02 # 10 GB | |
| ├── CPR_Dataset_S1.tar.gz.03 # 10 GB | |
| ├── CPR_Dataset_S1.tar.gz.04 # 10 GB | |
| ├── CPR_Dataset_S1.tar.gz.05 # 10 GB | |
| ├── CPR_Dataset_S1.tar.gz.06 # 10 GB | |
| ├── CPR_Dataset_S1.tar.gz.07 # 4.9 GB | |
| ├── CPR_Double_Dataset_S0.tar.gz.00 # 10 GB | |
| ├── CPR_Double_Dataset_S0.tar.gz.01 # 10 GB | |
| ├── CPR_Double_Dataset_S0.tar.gz.02 # 10 GB | |
| ├── CPR_Double_Dataset_S0.tar.gz.03 # 10 GB | |
| ├── CPR_Double_Dataset_S0.tar.gz.04 # 10 GB | |
| ├── CPR_Double_Dataset_S0.tar.gz.05 # 10 GB | |
| ├── CPR_Double_Dataset_S0.tar.gz.06 # 10 GB | |
| ├── CPR_Double_Dataset_S0.tar.gz.07 # 10 GB | |
| ├── CPR_Double_Dataset_S0.tar.gz.08 # 10 GB | |
| ├── CPR_Double_Dataset_S0.tar.gz.09 # 2.7 GB | |
| ├── CPR_Double_Dataset_S1.tar.gz.00 # 10 GB | |
| ├── CPR_Double_Dataset_S1.tar.gz.01 # 10 GB | |
| ├── CPR_Double_Dataset_S1.tar.gz.02 # 10 GB | |
| ├── CPR_Double_Dataset_S1.tar.gz.03 # 10 GB | |
| ├── CPR_Double_Dataset_S1.tar.gz.04 # 10 GB | |
| ├── CPR_Double_Dataset_S1.tar.gz.05 # 10 GB | |
| ├── CPR_Double_Dataset_S1.tar.gz.06 # 10 GB | |
| ├── CPR_Double_Dataset_S1.tar.gz.07 # 10 GB | |
| ├── CPR_Double_Dataset_S1.tar.gz.08 # 9.6 GB | |
| ├── SupC14_Dataset.tar.gz # 9.1 GB | |
| ├── SupDC59_Dataset.tar.gz.00 # 10 GB | |
| ├── SupDC59_Dataset.tar.gz.01 # 10 GB | |
| ├── SupDC59_Dataset.tar.gz.02 # 10 GB | |
| ├── SupDC59_Dataset.tar.gz.03 # 8.9 GB | |
| ├── SupMC15_Dataset.tar.gz.00 # 10 GB | |
| ├── SupMC15_Dataset.tar.gz.01 # 10 GB | |
| ├── SupMC15_Dataset.tar.gz.02 # 6.0 GB | |
| ├── Keypoints.tar.gz # 2.5 GB | |
| └── ann.tar.gz # 128KB | |
| ``` | |
| # Run the Preprocessing Script | |
| We have written the preprocessing code of the CPR-Coach dataset. The preprocessing includs a series of merge, decompression and deletion operations. | |
| The whole process may take 20-30 minutes. | |
| Since the parallel processing is adopted, program interruption should be avoided. | |
| After running the `process.sh` file, you can get the entire dataset. | |
| ```shell | |
| sh ./process.sh | |
| ``` | |
| # Dataset Check | |
| After the preprocessing, make sure that the structure of the dataset is same with the follow. | |
| The total size of the dataset should be `451 GB`. | |
| ```shell | |
| . | |
| ├── CPR_Dataset_S0 | |
| │ ├── C00_S0 | |
| │ ├── C01_S0 | |
| │ ├── C02_S0 | |
| │ └── ... | |
| ├── CPR_Dataset_S1 | |
| │ ├── C00_S1 | |
| │ ├── C01_S1 | |
| │ ├── C02_S1 | |
| │ └── ... | |
| ├── CPR_Double_Dataset_S0 | |
| │ ├── DC00_S0 | |
| │ ├── DC01_S0 | |
| │ ├── DC02_S0 | |
| │ └── ... | |
| ├── CPR_Double_Dataset_S1 | |
| │ ├── DC00_S1 | |
| │ ├── DC01_S1 | |
| │ ├── DC02_S1 | |
| │ └── ... | |
| ├── SupC14_Dataset | |
| │ ├── SupC00 | |
| │ ├── SupC01 | |
| │ ├── SupC02 | |
| │ └── ... | |
| ├── SupDC59_Dataset | |
| │ ├── SupDC00 | |
| │ ├── SupDC01 | |
| │ ├── SupDC02 | |
| │ └── ... | |
| ├── SupMC15_Dataset | |
| │ ├── SupMC00 | |
| │ ├── SupMC01 | |
| │ ├── SupMC02 | |
| │ └── ... | |
| ├── Keypoints | |
| │ ├── all_errors_keypoints.pkl | |
| │ ├── double_errors_keypoints.pkl | |
| │ ├── test_keypoints.pkl | |
| │ └── train_keypoints.pkl | |
| ├── ann | |
| │ ├── ActionList.txt | |
| │ ├── all_errors_testlist.txt # Contains All paired-, triple- and quad-errors Samples | |
| │ ├── double_errors_testlist.txt # Contains paired-errors Samples | |
| │ ├── testlist.txt # Used for Single-class Testing | |
| │ ├── testlist_of.txt # Used for Single-class Testing (Optical Flow) | |
| │ ├── trainlist.txt # Used for Single-class Training | |
| │ ├── trainlist_of.txt # Used for Single-class Training (Optical Flow) | |
| │ └── triquad_errors_testlist.txt # Contains triple- and quad-errors Samples | |
| └── process.sh | |
| ``` | |
| # Dataset Structure Description | |
| In the initial version of the dataset, we only collected videos of a single person dressed in two different clothes. | |
| And only 59 types of double errors composite actions were explored. | |
| These data exist in `CPR_Dataset_S0`, `CPR_Dataset_S1`, `CPR_Double_Dataset_S0` and `CPR_Double_Dataset_S1`. | |
| We put the initial version of this work into CVPR-2023, and the reviewers gave us valuable suggestions: further enrich the types of samples and composite errors. | |
| Therefore, we subsequently improved this dataset and recruited several volunteers to conduct supplementary data collection. These data are stored in `SupC14_Dataset`, `SupDC59_Dataset` and `SupMC15_Dataset`. We divided these samples in the `ann` directory. | |