{"id":19603894,"url":"https://github.com/divelab/icnn","last_synced_at":"2026-06-13T00:32:37.122Z","repository":{"id":80301908,"uuid":"81632296","full_name":"divelab/icnn","owner":"divelab","description":null,"archived":false,"fork":false,"pushed_at":"2017-04-12T06:08:06.000Z","size":5347,"stargazers_count":1,"open_issues_count":0,"forks_count":1,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-02-26T15:48:56.024Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Shell","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/divelab.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2017-02-11T05:10:55.000Z","updated_at":"2024-05-22T20:09:48.000Z","dependencies_parsed_at":null,"dependency_job_id":"eca477bf-b660-410e-8786-5737e398760a","html_url":"https://github.com/divelab/icnn","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/divelab/icnn","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/divelab%2Ficnn","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/divelab%2Ficnn/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/divelab%2Ficnn/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/divelab%2Ficnn/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/divelab","download_url":"https://codeload.github.com/divelab/icnn/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/divelab%2Ficnn/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":34268187,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-06-12T02:00:06.859Z","response_time":109,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"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":[],"created_at":"2024-11-11T09:33:27.365Z","updated_at":"2026-06-13T00:32:37.100Z","avatar_url":"https://github.com/divelab.png","language":"Shell","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Rotation and Flip Invariant CNN\r\n\r\nCaffe implementation of Rotation and Flip Invariant Convolutional Layer is implemented in caffe_3d @ 9686972.\r\n\r\n## Prepare data\r\n\r\n[Cremi data](https://cremi.org/data/) is used for training model.\r\nAfter downloading the data, update the content of train_file and test_file in seg_cremi folder.\r\n\r\n## How to run\r\n\r\nFirst define caffe path in train.sh in seg_cremi baseline folder and newmodel folder.\r\n\r\nIn seg_cremi, there are two folders: baseline and newmodel. You can run train.sh to train the model in case you have installed caffe_3d and prepared the data.\r\n\r\n## Kernel Rotation operation:\r\nThe kernels in convolutional layers are rotated at eight angles:\r\n![drawing](./assets/KernelRotation.png)\r\n\r\n## Kernel Rotation operation:\r\nThe kernels in convolutional layers are flipped both horizontally and vertically:\r\n![model](./assets/KernelFlip.png)\r\n\r\n## Rotation Invariance with Maxout\r\n\r\n![model](./assets/maxoutrotate.png)\r\n\r\n## Flip Invariance with Maxout\r\n\r\n![model](./assets/maxoutflip.png)\r\n\r\n## Model used\r\n\r\n![model](./assets/c_model.png)\r\n\r\n## Author\r\n\r\n[Hongyang Gao](http://eecs.wsu.edu/~hgao/), [Shuiwang Ji](http://www.eecs.wsu.edu/~sji/)\r\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdivelab%2Ficnn","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdivelab%2Ficnn","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdivelab%2Ficnn/lists"}