{"id":19926206,"url":"https://github.com/ani717/localization-with-unet-semantic-segmentation","last_synced_at":"2026-05-05T08:32:26.738Z","repository":{"id":190587660,"uuid":"410034060","full_name":"ANI717/Localization-with-UNet-Semantic-Segmentation","owner":"ANI717","description":"Car Localization with Semantic Segmentation, using UNet. Dice Score: 0.89, Pixel to Pixel Accuracy: 99.07%.","archived":false,"fork":false,"pushed_at":"2021-09-27T09:26:16.000Z","size":73303,"stargazers_count":1,"open_issues_count":0,"forks_count":1,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-01T10:43:10.633Z","etag":null,"topics":["computer-vision","convnets","convolutional-neural-networks","deep-learning","generative-adversarial-network","image-segmentation","python","pytorch","unet","unet-image-segmentation"],"latest_commit_sha":null,"homepage":"","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/ANI717.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,"governance":null}},"created_at":"2021-09-24T16:37:02.000Z","updated_at":"2023-11-22T01:09:01.000Z","dependencies_parsed_at":null,"dependency_job_id":"96065495-b074-4a0c-939a-4ab5897786c6","html_url":"https://github.com/ANI717/Localization-with-UNet-Semantic-Segmentation","commit_stats":null,"previous_names":["ani717/localization_with_semantic_segmentation","ani717/localization-with-unet-semantic-segmentation"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ANI717%2FLocalization-with-UNet-Semantic-Segmentation","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ANI717%2FLocalization-with-UNet-Semantic-Segmentation/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ANI717%2FLocalization-with-UNet-Semantic-Segmentation/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ANI717%2FLocalization-with-UNet-Semantic-Segmentation/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ANI717","download_url":"https://codeload.github.com/ANI717/Localization-with-UNet-Semantic-Segmentation/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":241354991,"owners_count":19949291,"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":["computer-vision","convnets","convolutional-neural-networks","deep-learning","generative-adversarial-network","image-segmentation","python","pytorch","unet","unet-image-segmentation"],"created_at":"2024-11-12T22:28:24.494Z","updated_at":"2026-05-05T08:32:26.689Z","avatar_url":"https://github.com/ANI717.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003ch1 align=\"center\"\u003eCar Localization with Semantic Segmentation using UNet\u003c/h1\u003e\n\n[Training Dataset Source.](https://www.kaggle.com/dansbecker/cityscapes-image-pairs)\u003cbr/\u003e\n[UNet PyTorch Tutorial.](https://youtu.be/IHq1t7NxS8k)\u003cbr/\u003e\n\n## Random Picks from Validation Dataset\n`Pixel to Pixel Accuracy`: `99.07%`\u003cbr/\u003e\n`Dice Score`: `0.89`\u003cbr/\u003e\n`Epochs`: `100`\u003cbr/\u003e\n### Images:\u003cbr/\u003e\n\u003cimg src=\"https://github.com/ANI717/Localization_with_Semantic_Segmentation/blob/main/results/input.jpg\" alt=\"real_image\" class=\"inline\"/\u003e\u003cbr/\u003e\n\u003cbr/\u003e\n### Masks:\u003cbr/\u003e\n\u003cimg src=\"https://github.com/ANI717/Localization_with_Semantic_Segmentation/blob/main/results/target.jpg\" alt=\"real_image\" class=\"inline\"/\u003e\u003cbr/\u003e\n\u003cbr/\u003e\n### Predictions:\u003cbr/\u003e\n\u003cimg src=\"https://github.com/ANI717/Localization_with_Semantic_Segmentation/blob/main/results/prediction_epoch100.jpg\" alt=\"real_image\" class=\"inline\"/\u003e\u003cbr/\u003e\n\u003cbr/\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fani717%2Flocalization-with-unet-semantic-segmentation","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fani717%2Flocalization-with-unet-semantic-segmentation","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fani717%2Flocalization-with-unet-semantic-segmentation/lists"}