| For the training set, noise and saturation pixels are synthesized on-the-fly in `GyroDVD_model.py`. Please refer to [RSBlurPipeline](https://github.com/rimchang/GyroDVD/blob/e46d26de434b9dbbf1f9c0aa2376700987e02b40/basicsr/models/GyroDVD_model.py#L310). |
|
|
| For the validation and test sets, noise and saturation pixels have already been applied and are included in the released dataset. |
|
|
| - GyroVD_Syn_train.tar.gz : 50,500 frames for training. |
| - GyroVD_Syn_train_tau.tar.gz : pre-computed tau. (only required for training.) |
| - GyroVD_Syn_val.tar.gz : 5,000 frames for validation. |
| - GyroVD_Syn_val_tau.tar.gz : pre-computed tau for validation set. (only required for training.) |
| - GyroVD_Syn_test.tar.gz : 7,700 frames for evaluation. |
| - GyroVD_Syn_test_tau.tar.gz : pre-computed tau for test set. (only required for training.) |
| - GyroVD_Real.tar.gz: 10,000 real-world frames for evaluation. |
| #### To facilitate future research, we also provide accelerometer and magnetometer data. |
|
|
|
|
| ### The GyroVD-Syn dataset |
|
|
| ```bash |
| # GyroVD_Syn_train.tar.gz |
| GyroVD_Syn_train |
| ├── 0413/VID_20250412_101526 |
| │ ├── blur # blurred frames |
| │ │ ├── 000001_160466752524897_160466785733026_160466786578871_avg09_blur.png |
| │ │ ├── 000001_(exp_start_1th)_(exp_start_9th)_(exp_end)_avg09_blur.png |
| │ │ ... |
| │ ├── gt # gt frames |
| │ │ ├── 000001_160466752524897_160466785733026_160466786578871_avg09_gt.png |
| │ │ ... |
| │ ├── meta_info |
| │ │ ├── gyro.csv # gyroscope data |
| │ │ ├── accel.csv # accelerometer data |
| │ │ ├── magnetic.csv # magnetometer data |
| │ │ ├── cam_metainfo.csv # camera meta data |
| │ ├── rot # pre-computed rotation matrices |
| │ ├── sat_mask # saturation mask for RSBlur pipeline |
| ├── 0413/VID_20250412_101616 |
| │ ... |
| ... |
| ``` |
|
|
| ### The GyroVD-Real dataset |
| ```bash |
| # GyroVD_Real.tar.gz |
| GyroVD-Real |
| ├── 1029_GP/VID_20251029_013931 |
| │ ├── blur # blurred frames |
| │ │ ├── 000001_193795012257259_193795012257259_193795111113483_blur.jpg |
| │ │ ... |
| │ ├── meta_info |
| │ │ ├── gyro.csv # gyroscope data |
| │ │ ├── accel.csv # accelerometer data |
| │ │ ├── magnetic.csv # magnetometer data |
| │ │ ├── cam_metainfo.csv # camera meta data |
| │ ... |
| ... |
| ``` |
