❕❕❕ The LPFF dataset and Unsplash-Pexels dataset are available for non-commercial research purposes only.
Notice that we propose the LPFF dataset as a supplement to the FFHQ dataset, in order to train 2D and 3D-aware face generators.
So if you need a full dataset, please ADD our dataset to FFHQ dataset.
Besides simply combining LPFF and FFHQ, please further rebalance the dataset using our rebalance strategy.
For detailed information and analysis, please refer to our main paper.
License:
We collected images from the Flickr website, under CC-BY-2.0, Public-Domain-Mark-1.0, CC-BY-SA-2.0, or CC0-1.0 licenses. The license and original author of each image are indicated in the metadata.
For detailed information and analysis, please refer to our supplement file.
download:
| Dir/file | Description | Files | Example (e.g., image id = 100004356@N06_21795165006_01) |
|---|---|---|---|
| ├ camera_parameters.json | The extracted camera parameters of images in the LPFF dataset. | 1 | { "100004356@N06_21795165006_01": [ 0.8436030745506287, -0.05643552541732788, 0.5339932441711426, -1.3756788969039917, 0.1792474240064621, -0.907820999622345, -0.3791190981864929, 0.9812977910041809, 0.5061661005020142, 0.41554296016693115, -0.7557247281074524, 2.105839967727661, 0.0, 0.0, 0.0, 1.0, 4.2647, 0.0, 0.5, 0.0, 4.2647, 0.5, 0.0, 0.0, 1.0 ], ....... } |
| ├ info.json | The images' metadata (obtained by using Flickr's official API). | 1 | { "100004356@N06_21795165006_01": { "raw_image_name": "100004356@N06_21795165006", "image_info": { "photo_id": "21795165006", "user_id": "100004356@N06", "photo_url": "https://www.flickr.com/photos/100004356@N06/21795165006/", "server": "5727", "secret": "809c964c3a", "originalsecret": "4840597377", "originalformat": "jpg", "low_resolution_download_url": "https://live.staticflickr.com/5727/21795165006_809c964c3a_z_d.jpg", "high_resolution_download_url": "https://live.staticflickr.com/5727/21795165006_4840597377_o_d.jpg", "license": { "name": "Attribution License", "url": "https://creativecommons.org/licenses/by/2.0/" }, "username": "cbcmemberphotos2477" } }, .... } |
| ├ crop | The cropped images. | 39,180 | |
| │ ├ eg3d.zip | The cropped images. Processed according to the eg3d alignment function. (Should be combined with the FFHQ dataset that is aligned to eg3d) | 19,590 |  |
| │ ├ stylegan.zip | The cropped images. Processed according to the stylegan alignment function. (Should be combined with the FFHQ that are aligned to stylegan) | 19,590 |  |
| ├ raw | The raw images. | 17,455 |  |
| ├ raw_lm.json | The landmarks in raw images (predicted by face-alignment and dlib). | 1 | { "100004356@N06_21795165006_01": [[940, 311], ....., [1026, 374]], .... } |
| ├ realign2400 | The realigned images with resolution of 2400x2400. | 19,590 |  |
| └ realign2400_lm.json | The landmarks in therealign2400 images (predicted by Deep3DFaceRecon_pytorch). | 1 | { 100004356@N06_21795165006_01": [[649.2045419386684, 1046.78209501742], ... [1168.8776091902992, 1566.5724901184285]], .... } |
Besides the images from Flickr, we additionally collect 19,321 images from Unsplash and Pexels, and process them using the same image processing method as LPFF. We denote the obtained dataset as Unsplash-Pexels dataset.
We DO NOT use Unsplash-Pexels as our training data but propose this dataset to inspire and facilitate more work in the future.
For detailed information and analysis, please refer to our supplement file.
License:
The images are collected from Unsplash and Pexels with the permission of noncommercial purposed download. Please refer to Unsplash license and Pexels license for more information.
download:
| Dir/file | Description | Files | Example (e.g., image id = guess-attic-girl-woman-pretty_01) |
|---|---|---|---|
| ├ camera_parameters.json | The extracted camera parameters of images in the Unsplash-Pexels dataset. | 1 | { "guess-attic-girl-woman-pretty_01": [ 0.7822178602218628, -0.24413354694843292, 0.5731788873672485, -1.4835724830627441, -0.1928202509880066, -0.9697182774543762, -0.14988917112350464, 0.3528100848197937, 0.5924149751663208, 0.006725475192070007, -0.805604875087738, 2.2281243801116943, 0.0, 0.0, 0.0, 1.0, 4.2647, 0.0, 0.5, 0.0, 4.2647, 0.5, 0.0, 0.0, 1.0 ], ....... } |
| ├ info.json | The images' URLs. | 1 | { "guess-attic-girl-woman-pretty_01": "https://images.pexels.com/photos/34525/guess-attic-girl-woman-pretty.jpg", .... } |
| ├ crop | The cropped images. | 38,642 | |
| │ ├ eg3d.zip | The cropped images. Processed according to the eg3d alignment function. | 19,321 |  |
| │ ├ stylegan.zip | The cropped images. Processed according to the stylegan alignment function. | 19,321 |  |
| ├ raw | The raw images. | 17,948 |  |
| ├ raw_lm.json | The landmarks in raw images (predicted by face-alignment and dlib). | 1 | { "guess-attic-girl-woman-pretty_01": [[1050, 1247], ....., [1706, 1297]], .... } |
| ├ realign2400 | The realigned images with resolution of 2400x2400. | 19,321 |  |
| └ realign2400_lm.json | The landmarks in the realign2400 images (predicted by Deep3DFaceRecon_pytorch). | 1 | { "guess-attic-girl-woman-pretty_01": [[614.9565077737698, 1253.4279491778047], ... [1281.4964235236844, 1485.315768539409]], .... } |
