{"id":19551775,"url":"https://github.com/leapfrogtechnology/nepali-image-captioning","last_synced_at":"2025-10-09T06:42:06.193Z","repository":{"id":91246084,"uuid":"198152871","full_name":"leapfrogtechnology/nepali-image-captioning","owner":"leapfrogtechnology","description":null,"archived":false,"fork":false,"pushed_at":"2020-10-04T15:44:52.000Z","size":19183,"stargazers_count":6,"open_issues_count":1,"forks_count":1,"subscribers_count":7,"default_branch":"master","last_synced_at":"2025-04-26T20:34:00.614Z","etag":null,"topics":[],"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":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/leapfrogtechnology.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,"zenodo":null}},"created_at":"2019-07-22T05:24:16.000Z","updated_at":"2024-05-16T07:45:22.000Z","dependencies_parsed_at":null,"dependency_job_id":"fb445e5a-5c61-4655-8b43-e2c62e00828b","html_url":"https://github.com/leapfrogtechnology/nepali-image-captioning","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/leapfrogtechnology/nepali-image-captioning","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/leapfrogtechnology%2Fnepali-image-captioning","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/leapfrogtechnology%2Fnepali-image-captioning/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/leapfrogtechnology%2Fnepali-image-captioning/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/leapfrogtechnology%2Fnepali-image-captioning/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/leapfrogtechnology","download_url":"https://codeload.github.com/leapfrogtechnology/nepali-image-captioning/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/leapfrogtechnology%2Fnepali-image-captioning/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":279000847,"owners_count":26082951,"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","status":"online","status_checked_at":"2025-10-09T02:00:07.460Z","response_time":59,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"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":[],"created_at":"2024-11-11T04:15:02.954Z","updated_at":"2025-10-09T06:42:06.188Z","avatar_url":"https://github.com/leapfrogtechnology.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003ch1\u003eNepali Image captioning system\u003c/h1\u003e\nImage dataset used in this project is from FLicker8K dataset.\u003c/br\u003e\nUsed Keras with Tensorflow backend for the code.\u003c/br\u003e\nThe loss value of 0.5 and accuracy of 0.8381 has been achieved which gives good results.\u003c/br\u003e You can check out some examples in notebook file.\n\u003c/br\u003ePretrained weights are available \u003ca href='https://drive.google.com/drive/folders/1lsYH43CYA21GzgwporsfWQv4o_AaYQYY?usp=sharing'\u003eHERE\u003c/a\u003e\n\u003ch2\u003eDependencies\u003c/h2\u003e\n1)glob==0.6\u003c/br\u003e\n2)h5py==2.8.0\u003c/br\u003e\n3)keras==1.2.2\u003c/br\u003e\n4)matplotlib==3.0.2\u003c/br\u003e\n5)numpy==1.14.6\u003c/br\u003e\n6)pandas==0.22.0\u003c/br\u003e\n7)tensorflow=1.x\u003c/br\u003e\n\n\u003ch2\u003eThere are many problem for nepali_captioning:\u003c/h2\u003e\n1)There is equal chance of having a faulty translaton for 40 thousand sentence we are using in nepali captions.\u003c/br\u003e\n2)There is no trusted and processed globe text file for nepali.\u003c/br\u003e\n3)As nepali has 36 fundamental latters with different notation(aakar,ukar) prediciton is much more difficult.\u003c/br\u003e\n4)Nepali grammar is more complex, it comprises with more rules that should be taken care for like aadhar etc\u003c/br\u003e\nAs, this is probably first nepali captioning system. We, tried our best for good prediction.\u003c/br\u003e\n\n\u003ch2\u003eExamples\u003c/h2\u003e\n\n\u003cimg src='https://user-images.githubusercontent.com/17825243/53392440-7d968a80-39c1-11e9-9c4d-1a098952112a.JPG'\u003e\n\n\u003cimg src='https://user-images.githubusercontent.com/17825243/53392441-7d968a80-39c1-11e9-88ec-4358889acd2f.JPG'\u003e\n\n\u003cimg src='https://user-images.githubusercontent.com/17825243/53392443-7e2f2100-39c1-11e9-97d7-b7ccac593ad4.JPG'\u003e\n\n\n\u003ch2\u003eReferences\u003c/h2\u003e\n[1] Oriol Vinyals, Alexander Toshev, Samy Bengio, Dumitru Erhan Show and Tell: A Neural Image Caption Generator\u003c/br\u003e\n[2] M. Hodosh, P. Young and J. Hockenmaier (2013) \"Framing Image Description as a Ranking Task: Data, Models and Evaluation Metrics\", Journal of Artificial Intelligence Research, Volume 47, pages 853-899 http://www.jair.org/papers/paper3994.html\u003c/br\u003e\n[3] CS231n Winter 2016 Lesson 10 Recurrent Neural Networks, Image Captioning and LSTM https://youtu.be/cO0a0QYmFm8\u003c/br\u003e\n\n\u003ch2\u003eContact\u003c/h2\u003e\nFor any query you can contact \u003ca href='sushil79g@gmail.com'\u003ehere.\u003c/a\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fleapfrogtechnology%2Fnepali-image-captioning","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fleapfrogtechnology%2Fnepali-image-captioning","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fleapfrogtechnology%2Fnepali-image-captioning/lists"}