{"id":13525996,"url":"https://github.com/oeway/pytorch-deform-conv","last_synced_at":"2025-04-01T06:30:58.914Z","repository":{"id":49925821,"uuid":"87221861","full_name":"oeway/pytorch-deform-conv","owner":"oeway","description":"PyTorch implementation of Deformable Convolution","archived":true,"fork":false,"pushed_at":"2021-07-21T12:48:04.000Z","size":1564,"stargazers_count":912,"open_issues_count":15,"forks_count":151,"subscribers_count":21,"default_branch":"master","last_synced_at":"2024-11-02T10:34:07.849Z","etag":null,"topics":["deep-learning","deep-learning-algorithms"],"latest_commit_sha":null,"homepage":null,"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/oeway.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}},"created_at":"2017-04-04T18:32:54.000Z","updated_at":"2024-10-23T11:13:22.000Z","dependencies_parsed_at":"2022-08-30T09:50:24.093Z","dependency_job_id":null,"html_url":"https://github.com/oeway/pytorch-deform-conv","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/oeway%2Fpytorch-deform-conv","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/oeway%2Fpytorch-deform-conv/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/oeway%2Fpytorch-deform-conv/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/oeway%2Fpytorch-deform-conv/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/oeway","download_url":"https://codeload.github.com/oeway/pytorch-deform-conv/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246596670,"owners_count":20802866,"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":["deep-learning","deep-learning-algorithms"],"created_at":"2024-08-01T06:01:24.168Z","updated_at":"2025-04-01T06:30:57.840Z","avatar_url":"https://github.com/oeway.png","language":"Python","funding_links":[],"categories":["Python","Paper implementations｜论文实现","Paper implementations","Paper Implementations"],"sub_categories":["Other libraries｜其他库:","Other libraries:"],"readme":"# PyTorch implementation of Deformable Convolution\n\n **!!!Warning: There is some issues in this implementation and this repo is not maintained any more, please consider using for example: [TORCHVISION.OPS.DEFORM_CONV](https://pytorch.org/vision/stable/_modules/torchvision/ops/deform_conv.html)**\n \n\n\n * By Wei OUYANG @ Institut Pasteur\n * Thanks to Felix Lau's Keras/TensorFlow implementation: ~~https://github.com/felixlaumon/deform-conv~~ (https://github.com/kastnerkyle/deform-conv)\n\n### TODO List\n - [x] implement offsets mapping in pytorch\n - [x] all tests passed\n - [x] deformable convolution module\n - [x] Fine-tuning the deformable convolution modules\n - [x] scaled mnist demo\n - [x] improve speed with cached grid array\n - [ ] use MNIST dataset from pytorch (instead of Keras)\n - [ ] support input image with different width and height\n - [ ] benchmark with tensorflow implementation\n\n## Deformable Convolutional Networks\n\u003e Dai, Jifeng, Haozhi Qi, Yuwen Xiong, Yi Li, Guodong Zhang, Han Hu, and Yichen\nWei. 2017. “Deformable Convolutional Networks.” arXiv [cs.CV]. arXiv.\nhttp://arxiv.org/abs/1703.06211\n\nThe following animation is generated by Felix Lau (with his tensorflow implementation):\n\n![](deformable-learned-offset-filtered.gif)\n\nAlso Check out Felix Lau's summary of the paper: https://medium.com/@phelixlau/notes-on-deformable-convolutional-networks-baaabbc11cf3\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Foeway%2Fpytorch-deform-conv","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Foeway%2Fpytorch-deform-conv","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Foeway%2Fpytorch-deform-conv/lists"}