{"id":19603912,"url":"https://github.com/divelab/crnn","last_synced_at":"2025-04-27T19:32:27.934Z","repository":{"id":96885159,"uuid":"81632280","full_name":"divelab/crnn","owner":"divelab","description":null,"archived":false,"fork":false,"pushed_at":"2017-02-20T07:09:03.000Z","size":34,"stargazers_count":6,"open_issues_count":1,"forks_count":2,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-04-05T02:21:50.371Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","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":"2017-02-11T05:10:32.000Z","updated_at":"2024-06-13T13:27:05.000Z","dependencies_parsed_at":null,"dependency_job_id":"3c62c904-2995-432b-a9aa-fdb046c2c911","html_url":"https://github.com/divelab/crnn","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/divelab%2Fcrnn","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/divelab%2Fcrnn/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/divelab%2Fcrnn/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/divelab%2Fcrnn/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/divelab","download_url":"https://codeload.github.com/divelab/crnn/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":251195926,"owners_count":21550870,"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":[],"created_at":"2024-11-11T09:33:39.389Z","updated_at":"2025-04-27T19:32:27.927Z","avatar_url":"https://github.com/divelab.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Recurrent encoder-decoder networks for time-varying dense prediction\nImplementation for submitted paper of KDD 2017 : **\" Recurrent encoder-decoder networks for time-varying dense prediction\"**, which combined FCN (U-net, DeepEM-net(DenseNet)) and CRNN(convolution LSTM and GRU, deconvolution versions(DRNN)) as an integrated networks for en-to-end training.\n# Required libraries\nKeras, Theano\n# Data\n(1). Register first at:\nhttp://brainiac2.mit.edu/SNEMI3D/user/register\n\n(2). Login in and download data at:\nhttp://brainiac2.mit.edu/SNEMI3D/downloads\n\n(3) Convert image files into h5 file that contains **\\data** and **\\label** sets.  \n# Code\nRun **train_predict.py** for training or prediction. To predict/train a specific model, you need change **mode_name** accordingly.\n# Note:\nTo use convolutional GRU and Deconvolutional LSTM/GRU layers, copy **extra_conv_recurrent.py** to Keras's layer folder and run \" python setup.py install\" to install Keras again.\n# Code reference:\nConvolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting  \n(http://arxiv.org/pdf/1506.04214v1.pdf)\n\nhttps://github.com/fchollet/keras/blob/master/keras/layers/convolutional_recurrent.py\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdivelab%2Fcrnn","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdivelab%2Fcrnn","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdivelab%2Fcrnn/lists"}