{"id":13843706,"url":"https://github.com/nilboy/pixel-recursive-super-resolution","last_synced_at":"2025-07-11T19:33:13.540Z","repository":{"id":148066327,"uuid":"82688011","full_name":"nilboy/pixel-recursive-super-resolution","owner":"nilboy","description":"Tensorflow implementation of pixel-recursive-super-resolution(Google Brain paper: https://arxiv.org/abs/1702.00783)","archived":false,"fork":false,"pushed_at":"2019-05-07T14:28:17.000Z","size":299,"stargazers_count":485,"open_issues_count":14,"forks_count":147,"subscribers_count":30,"default_branch":"master","last_synced_at":"2024-08-05T17:38:51.553Z","etag":null,"topics":["pixelcnn","pixelrnn","super-resolution","tensorflow"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/nilboy.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null}},"created_at":"2017-02-21T14:18:31.000Z","updated_at":"2024-07-31T02:28:49.000Z","dependencies_parsed_at":"2023-03-31T17:03:56.370Z","dependency_job_id":null,"html_url":"https://github.com/nilboy/pixel-recursive-super-resolution","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nilboy%2Fpixel-recursive-super-resolution","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nilboy%2Fpixel-recursive-super-resolution/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nilboy%2Fpixel-recursive-super-resolution/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nilboy%2Fpixel-recursive-super-resolution/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/nilboy","download_url":"https://codeload.github.com/nilboy/pixel-recursive-super-resolution/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":225755105,"owners_count":17519201,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["pixelcnn","pixelrnn","super-resolution","tensorflow"],"created_at":"2024-08-04T17:02:24.907Z","updated_at":"2024-11-21T15:31:25.016Z","avatar_url":"https://github.com/nilboy.png","language":"Python","funding_links":[],"categories":["Python (1887)","Python"],"sub_categories":[],"readme":"# Pixel Recursive Super Resolution\r\n\r\nTensorFlow implementation of [Pixel Recursive Super Resolution](https://arxiv.org/abs/1702.00783). This implementation contains:\r\n\r\n![model](./assets/model.png)\r\n\r\n## Requirements\r\n\r\n- Python 2.7\r\n- [Skimage](http://scikit-image.org/)\r\n- [TensorFlow](https://www.tensorflow.org/) 1.0\r\n\r\n\r\n## Usage\r\n\r\nFirst, download data [celebA](http://mmlab.ie.cuhk.edu.hk/projects/CelebA.html)\r\n\r\n    $ mkdir data\r\n\t$ cd data\r\n\t$ ln -s $celebA_path celebA\r\n\r\nThen, create image_list file:\r\n\r\n\t$ python tools/create_img_lists.py --dataset=data/celebA --outfile=data/train.txt\r\n\r\nTo train model on gpu:\r\n\r\n\t$ python tools/train.py\r\n\t(or $ python tools/train.py --device_id=0)\r\n\r\nTo train model on cpu:\r\n\t$ python tools/train.py --use_gpu=False\r\n\r\n## Samples\r\n\r\nTraining after 30000 iteration.\r\n\r\n![sample.png](./assets/sample.png)\r\n\r\n\r\n## Training details\r\n\r\ncross entropy loss:\r\n\r\n![curve.png](./assets/curve.png)\r\n\r\n\r\n## Author\r\n\r\nnilboy / [@nilboy](https://github.com/nilboy)","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnilboy%2Fpixel-recursive-super-resolution","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fnilboy%2Fpixel-recursive-super-resolution","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnilboy%2Fpixel-recursive-super-resolution/lists"}