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| pretty_name: DPDD | |
| license: mit | |
| configs: | |
| - config_name: combined | |
| data_files: | |
| - split: train | |
| path: combined/train-* | |
| - split: val | |
| path: combined/val-* | |
| - split: test | |
| path: combined/test-* | |
| - config_name: left | |
| data_files: | |
| - split: train | |
| path: left/train-* | |
| - split: val | |
| path: left/val-* | |
| - split: test | |
| path: left/test-* | |
| - config_name: right | |
| data_files: | |
| - split: train | |
| path: right/train-* | |
| - split: val | |
| path: right/val-* | |
| - split: test | |
| path: right/test-* | |
| dataset_info: | |
| - config_name: combined | |
| features: | |
| - name: source | |
| dtype: image | |
| - name: target | |
| dtype: image | |
| splits: | |
| - name: train | |
| num_bytes: 5955996924.0 | |
| num_examples: 350 | |
| - name: val | |
| num_bytes: 1287133812.0 | |
| num_examples: 74 | |
| - name: test | |
| num_bytes: 1286755475.0 | |
| num_examples: 76 | |
| download_size: 8530312203 | |
| dataset_size: 8529886211.0 | |
| - config_name: left | |
| features: | |
| - name: source | |
| dtype: image | |
| splits: | |
| - name: train | |
| num_bytes: 2934714938.0 | |
| num_examples: 350 | |
| - name: val | |
| num_bytes: 631641910.0 | |
| num_examples: 74 | |
| - name: test | |
| num_bytes: 635338302.0 | |
| num_examples: 76 | |
| download_size: 4201900846 | |
| dataset_size: 4201695150.0 | |
| - config_name: right | |
| features: | |
| - name: source | |
| dtype: image | |
| splits: | |
| - name: train | |
| num_bytes: 2938871158.0 | |
| num_examples: 350 | |
| - name: val | |
| num_bytes: 632939190.0 | |
| num_examples: 74 | |
| - name: test | |
| num_bytes: 636422517.0 | |
| num_examples: 76 | |
| download_size: 4208438874 | |
| dataset_size: 4208232865.0 | |
| # DPDD | |
| The DPDD dataset (Dual-Pixel Defocus Deblurring) provides paired defocused and all-in-focus images, along with dual-pixel sub-aperture views, for training and evaluating models on defocus-deblurring tasks. Each scene includes a defocused image captured with a wide aperture, its left/right dual-pixel views, and a corresponding sharp image captured with a small aperture. | |
| This is a Hugging Face compatible version created from the original dataset released with the paper **Defocus Deblurring Using Dual-Pixel Data (ECCV 2020)** by Abdullah Abuolaim and Michael S. Brown. | |
| The original repository is licensed under the **MIT License**, and so does this version. When using the dataset, please cite the original paper as requested by the authors. | |
| ## Usage | |
| ```py | |
| from datasets import load_dataset | |
| ds = load_dataset("JacobLinCool/DPDD") | |
| print(ds) | |
| # DatasetDict({ | |
| # train: Dataset({ | |
| # features: ['source', 'target'], | |
| # num_rows: 350 | |
| # }) | |
| # val: Dataset({ | |
| # features: ['source', 'target'], | |
| # num_rows: 74 | |
| # }) | |
| # test: Dataset({ | |
| # features: ['source', 'target'], | |
| # num_rows: 76 | |
| # }) | |
| # }) | |
| print(ds["train"][0]) | |
| # {'source': <PIL.PngImagePlugin.PngImageFile image mode=RGB size=1680x1120>, | |
| # 'target': <PIL.PngImagePlugin.PngImageFile image mode=RGB size=1680x1120>} | |
| ``` |