{"id":22924434,"url":"https://github.com/blade6570/dilation-pytorch-semantic-segmentation","last_synced_at":"2025-05-12T23:44:45.068Z","repository":{"id":119031126,"uuid":"116601973","full_name":"Blade6570/Dilation-Pytorch-Semantic-Segmentation","owner":"Blade6570","description":"A PyTorch implementation of semantic segmentation according to Multi-Scale Context Aggregation by Dilated Convolutions by Yu and Koltun.","archived":false,"fork":false,"pushed_at":"2018-06-18T12:55:55.000Z","size":2350,"stargazers_count":36,"open_issues_count":0,"forks_count":10,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-05-12T23:44:40.082Z","etag":null,"topics":["cityscapes","cnn","deep-learning","python3","pytorch","semantic-segmentation"],"latest_commit_sha":null,"homepage":"","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/Blade6570.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":"2018-01-07T21:51:40.000Z","updated_at":"2024-01-31T01:31:12.000Z","dependencies_parsed_at":null,"dependency_job_id":"1ca57359-7b09-4b75-bde0-9f144b06c3cb","html_url":"https://github.com/Blade6570/Dilation-Pytorch-Semantic-Segmentation","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/Blade6570%2FDilation-Pytorch-Semantic-Segmentation","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Blade6570%2FDilation-Pytorch-Semantic-Segmentation/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Blade6570%2FDilation-Pytorch-Semantic-Segmentation/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Blade6570%2FDilation-Pytorch-Semantic-Segmentation/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Blade6570","download_url":"https://codeload.github.com/Blade6570/Dilation-Pytorch-Semantic-Segmentation/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":253843163,"owners_count":21972867,"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":["cityscapes","cnn","deep-learning","python3","pytorch","semantic-segmentation"],"created_at":"2024-12-14T08:29:00.385Z","updated_at":"2025-05-12T23:44:45.061Z","avatar_url":"https://github.com/Blade6570.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Dilation-Pytorch-Semantic Segmentation\nA PyTorch implementation of semantic segmentation according to [Multi-Scale Context Aggregation by Dilated Convolutions](https://arxiv.org/abs/1511.07122) by Yu and Koltun.\nPretrained weights are obtained from [dialation-Tensorflow](https://github.com/ndrplz/dilation-tensorflow) and thanks to [Andrea Palazzi](https://github.com/ndrplz) for his work from which this work has been inspired.\n\n![Input](https://github.com/Blade6570/Dialation-Pytorch/blob/master/data/cityscapes_real.png?raw=true \"Input Image\")\n\n![Output](https://github.com/Blade6570/Dialation-Pytorch/blob/master/data/pytorch_out.png?raw=true \"Input Image\")\n\n**How To**\n1. Download the pretrained weights from [cityscapes](https://drive.google.com/file/d/0Bx9YaGcDPu3XR0d4cXVSWmtVdEE/view)\n2. Keep that in the *data* folder\n3. Run *CAN_network.py* for the demo. \n\n**Notes**\nI have kept the output image size 1024x1024x3 due to memory constraint. If you want the size to be 1024x2048x3, have enough memory and change the sizes appropriately in the code. \n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fblade6570%2Fdilation-pytorch-semantic-segmentation","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fblade6570%2Fdilation-pytorch-semantic-segmentation","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fblade6570%2Fdilation-pytorch-semantic-segmentation/lists"}