{"id":15631018,"url":"https://github.com/enijkamp/metrics_generative","last_synced_at":"2025-04-30T03:39:38.429Z","repository":{"id":83807021,"uuid":"148684710","full_name":"enijkamp/metrics_generative","owner":"enijkamp","description":"metrics for generative models (fid, inception)","archived":false,"fork":false,"pushed_at":"2018-09-14T03:42:28.000Z","size":18,"stargazers_count":13,"open_issues_count":0,"forks_count":1,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-04-30T03:39:30.672Z","etag":null,"topics":["generative-model","inception-v3","pytorch","tensorflow"],"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/enijkamp.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":"2018-09-13T19:04:35.000Z","updated_at":"2023-03-27T23:38:19.000Z","dependencies_parsed_at":"2023-07-07T06:00:28.894Z","dependency_job_id":null,"html_url":"https://github.com/enijkamp/metrics_generative","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/enijkamp%2Fmetrics_generative","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/enijkamp%2Fmetrics_generative/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/enijkamp%2Fmetrics_generative/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/enijkamp%2Fmetrics_generative/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/enijkamp","download_url":"https://codeload.github.com/enijkamp/metrics_generative/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":251638699,"owners_count":21619659,"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":["generative-model","inception-v3","pytorch","tensorflow"],"created_at":"2024-10-03T10:38:24.181Z","updated_at":"2025-04-30T03:39:38.402Z","avatar_url":"https://github.com/enijkamp.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# metrics for generative models\n\nUpdated inception and fid scores code.\n\nrequires:\n\n* python \u003e= 3.6\n* pytorch \u003e= 0.4.0\n* tensorflow \u003e= 1.10\n\nfeatures:\n\n* fixed  open-ai tensorflow inception v2 code with bs=100 for fast computation (change bs=100 -\u003e 1 is slow, see https://github.com/openai/improved-gan/commit/0b7ed92e47ff7047701be3e10a3bd6363999f5e7)\n* tests for both fid and inception v2 and v3 scores\n* invoking tensorflow inception v2 score from within pytorch session\n\nnotes:\n\n* be careful when computing inception scores, verify (1) nhwc, ncwh, rgb order, (2) normalization, (3) sample size\n* see general inception score issues: https://github.com/sbarratt/inception-score-pytorch/issues?q=is%3Aissue+is%3Aclosed\n* the official, widely used open-ai tensorflow v2 code appears to have a bug: https://github.com/sbarratt/inception-score-pytorch/issues/1\n* read about general issues regarding the inception score: https://arxiv.org/pdf/1801.01973.pdf\n* do NOT use the inception score for datasets other than imagenet (even though in the code we used it for cifar), use fid score instead\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fenijkamp%2Fmetrics_generative","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fenijkamp%2Fmetrics_generative","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fenijkamp%2Fmetrics_generative/lists"}