{"id":18890209,"url":"https://github.com/thisisiron/spectral_normalization-tf2","last_synced_at":"2025-04-14T23:31:07.694Z","repository":{"id":105490298,"uuid":"212626520","full_name":"thisisiron/spectral_normalization-tf2","owner":"thisisiron","description":"🌈 Spectral Normalization implemented as Tensorflow 2","archived":false,"fork":false,"pushed_at":"2019-10-13T04:49:04.000Z","size":56,"stargazers_count":34,"open_issues_count":1,"forks_count":4,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-03-28T11:43:01.593Z","etag":null,"topics":["gan","keras","spectral-normalization","tensorflow","tensorflow2","tf2"],"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/thisisiron.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,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2019-10-03T16:28:38.000Z","updated_at":"2024-11-23T20:05:46.000Z","dependencies_parsed_at":null,"dependency_job_id":"f833b2d7-1ad9-4590-89c7-7fa6d3ef2f30","html_url":"https://github.com/thisisiron/spectral_normalization-tf2","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/thisisiron%2Fspectral_normalization-tf2","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thisisiron%2Fspectral_normalization-tf2/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thisisiron%2Fspectral_normalization-tf2/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thisisiron%2Fspectral_normalization-tf2/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/thisisiron","download_url":"https://codeload.github.com/thisisiron/spectral_normalization-tf2/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248978575,"owners_count":21192816,"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":["gan","keras","spectral-normalization","tensorflow","tensorflow2","tf2"],"created_at":"2024-11-08T07:52:47.692Z","updated_at":"2025-04-14T23:31:07.689Z","avatar_url":"https://github.com/thisisiron.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Spectral Normalization TF2\nSpectral Normalization implemented as Tensorflow 2.0\n\n## TODO\n- [ ] Convert simple conv2d model to DCGAN model\n\n## Run Test Code\nThis is currently a test code using a simple image classification model.\n```\npython main.py\n```\n\n## Algorithm\n![](./images/algorithm.png)\n\n## How to use\n1. Sequential API \n```\nfrom sn import SpectralNormalization\n\nmodel = models.Sequential()\nmodel.add(SpectralNormalization(layers.Conv2D(32, (3, 3), activation='relu')))\n...\n```\n\n2. Functional API\n```\nfrom sn import SpectralNormalization\n\ninputs = layers.Input(shape=(28,28,1))\nx = SpectralNormalization(layers.Conv2D(32, (3, 3), activation='relu'))(inputs)\n...\n````\n\n3. Custom Layer Method \n```\nfrom sn import SpectralNormalization\n\nclass CustomLayer(tf.keras.layers.Layer):\n    def __init__(self):\n        self.conv2DSN = SpectralNormalization(layers.Conv2D(32, (3, 3), activation='relu'))\n        ...\n    \n    def call(self, inputs):\n        x = self.conv2DSN(inputs)\n        ...\n```\n\n## Rerference\n[Spectral Normalization for Generative Adversarial Networks](https://arxiv.org/abs/1802.05957)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fthisisiron%2Fspectral_normalization-tf2","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fthisisiron%2Fspectral_normalization-tf2","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fthisisiron%2Fspectral_normalization-tf2/lists"}