{"id":16887630,"url":"https://github.com/ethanhe42/estimated-depth-map-helps-image-classification","last_synced_at":"2026-01-03T18:34:57.622Z","repository":{"id":79172790,"uuid":"59502266","full_name":"ethanhe42/Estimated-Depth-Map-Helps-Image-Classification","owner":"ethanhe42","description":"Depth estimation with neural network, and learning on RGBD images","archived":false,"fork":false,"pushed_at":"2022-02-28T02:27:17.000Z","size":50583,"stargazers_count":51,"open_issues_count":2,"forks_count":14,"subscribers_count":6,"default_branch":"master","last_synced_at":"2024-04-14T17:44:44.726Z","etag":null,"topics":["convolutional-neural-networks","depth-estimation","image-recognition","neural-network"],"latest_commit_sha":null,"homepage":"https://yihui-he.github.io/blog/estimated-depth-map-helps-image-classification","language":"HTML","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/ethanhe42.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":".github/FUNDING.yml","license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null},"funding":{"github":null,"patreon":null,"open_collective":null,"ko_fi":"yihuihe","tidelift":null,"community_bridge":null,"liberapay":null,"issuehunt":null,"otechie":null,"lfx_crowdfunding":null,"custom":null}},"created_at":"2016-05-23T17:04:55.000Z","updated_at":"2024-01-04T16:04:58.000Z","dependencies_parsed_at":"2023-05-18T18:00:38.005Z","dependency_job_id":null,"html_url":"https://github.com/ethanhe42/Estimated-Depth-Map-Helps-Image-Classification","commit_stats":{"total_commits":50,"total_committers":3,"mean_commits":"16.666666666666668","dds":"0.16000000000000003","last_synced_commit":"19ad2047ce7f7a912e749057945d1c0590d14dec"},"previous_names":["ethanhe42/estimated-depth-map-helps-image-classification"],"tags_count":1,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ethanhe42%2FEstimated-Depth-Map-Helps-Image-Classification","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ethanhe42%2FEstimated-Depth-Map-Helps-Image-Classification/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ethanhe42%2FEstimated-Depth-Map-Helps-Image-Classification/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ethanhe42%2FEstimated-Depth-Map-Helps-Image-Classification/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ethanhe42","download_url":"https://codeload.github.com/ethanhe42/Estimated-Depth-Map-Helps-Image-Classification/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":244563443,"owners_count":20472853,"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":["convolutional-neural-networks","depth-estimation","image-recognition","neural-network"],"created_at":"2024-10-13T16:45:47.506Z","updated_at":"2026-01-03T18:34:57.592Z","avatar_url":"https://github.com/ethanhe42.png","language":"HTML","funding_links":["https://ko-fi.com/yihuihe"],"categories":[],"sub_categories":[],"readme":"# Estimated Depth Map Helps Image Classification\n\n[GitHub - yihui-he/Estimated-Depth-Map-Helps-Image-Classification: Depth estimation with neural network, and learning on RGBD images](https://github.com/yihui-he/Estimated-Depth-Map-Helps-Image-Classification)\n\n[Estimated Depth Map Helps Image Classification](https://arxiv.org/abs/1709.07077)\n\n![Untitled](https://github.com/ethanhe42/Estimated-Depth-Map-Helps-Image-Classification/assets/10027339/a1ec2282-ad31-4013-b78b-361c46fa3837)\n\n\n![Untitled 1](https://github.com/ethanhe42/Estimated-Depth-Map-Helps-Image-Classification/assets/10027339/13900f3b-0a69-4100-8c78-2b5345b2f3dd)\n\n\nif you find our work helpful in your research, please consider citing:\n\n```\n@article{estimated2017he,\n  title={Estimated Depth Map Helps Image Classification},\n  author={He, Yihui},\n  journal={arXiv preprint arXiv:1709.07077},\n  year={2017}\n}\n```\n\n### how to test\n\n1. you can run tryhere.ipynb to test performance on RGBD and RGB images.\n2. you can do depth estimation in train/ folder\n\n### Approach\n\n1. train a mapping map RGB to depth\n2. convert cifar10 to images\n3. convert RGBD to cifar10 format\n4. train neural network on RGBD dataset\n\n### download\n\n[dcnf-fcsp](https://bitbucket.org/fayao/dcnf-fcsp)[RGBD CIFAR-10](https://github.com/yihui-he/Estimated-Depth-Map-Helps-Image-Classification/releases/tag/depth-cifar-10)\n\n### External Links\n\n[all dataset descriptions](http://www0.cs.ucl.ac.uk/staff/M.Firman/RGBDdatasets/)[a good one](http://redwood-data.org/3dscan/index.html)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fethanhe42%2Festimated-depth-map-helps-image-classification","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fethanhe42%2Festimated-depth-map-helps-image-classification","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fethanhe42%2Festimated-depth-map-helps-image-classification/lists"}