{"id":19704440,"url":"https://github.com/tanyachutani/image-captioning-generator","last_synced_at":"2026-05-05T10:34:58.143Z","repository":{"id":161631977,"uuid":"255189637","full_name":"TanyaChutani/Image-Captioning-Generator","owner":"TanyaChutani","description":"Image Captioning Generator Keras","archived":false,"fork":false,"pushed_at":"2020-04-30T03:57:47.000Z","size":160,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-01-10T11:59:28.127Z","etag":null,"topics":["beam-search","bleu-score","caption-generation","cnn","cnn-rnn","flicker8k-dataset","greedy-search","image-captioning","inceptionv3","keras","rnn","tensorflow"],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","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/TanyaChutani.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":"2020-04-12T23:35:52.000Z","updated_at":"2023-06-30T13:34:16.000Z","dependencies_parsed_at":null,"dependency_job_id":"4b4754cf-a35b-43ce-8d18-44bf5f782da1","html_url":"https://github.com/TanyaChutani/Image-Captioning-Generator","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/TanyaChutani%2FImage-Captioning-Generator","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TanyaChutani%2FImage-Captioning-Generator/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TanyaChutani%2FImage-Captioning-Generator/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TanyaChutani%2FImage-Captioning-Generator/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/TanyaChutani","download_url":"https://codeload.github.com/TanyaChutani/Image-Captioning-Generator/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":241020047,"owners_count":19895359,"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":["beam-search","bleu-score","caption-generation","cnn","cnn-rnn","flicker8k-dataset","greedy-search","image-captioning","inceptionv3","keras","rnn","tensorflow"],"created_at":"2024-11-11T21:22:40.251Z","updated_at":"2026-05-05T10:34:58.113Z","avatar_url":"https://github.com/TanyaChutani.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# ImageCaptionGenerator\nImage Captioning Generator Keras\n\n## Data\nDataset - Flickr 8k Dataset  \u003cbr /\u003e\n \u003cbr /\u003e\n[Flicker8k_Dataset](https://github.com/jbrownlee/Datasets/releases/download/Flickr8k/Flickr8k_Dataset.zip) \u003cbr /\u003e\n[Flickr8k_text](https://github.com/jbrownlee/Datasets/releases/download/Flickr8k/Flickr8k_text.zip)  \u003cbr /\u003e\n \u003cbr /\u003e\nFlicker8k_Dataset - Contains 8092 images in jpeg format.  \u003cbr /\u003e\nFlickr8k_text - Each image contains 5 description. \u003cbr /\u003e\n\n## Model\nBuilt and trained a deep learning model for captioning real world image.\n- Used pre-trained InceptionV3 to extract feature from image.\n- Used pre-trained fasttext embedding, these were feed into a Stacked Bi-directional GRU layer.\n- They both were combined and predicted the next word till the end of caption using greedy search (during testing).\n\n## Result\n\n#### Weights\n\n## To Do \n- Add attention\n- Use beam search instead of greddy seaech\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftanyachutani%2Fimage-captioning-generator","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftanyachutani%2Fimage-captioning-generator","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftanyachutani%2Fimage-captioning-generator/lists"}