{"id":13667661,"url":"https://github.com/uclanlp/visualbert","last_synced_at":"2025-04-26T18:30:37.037Z","repository":{"id":41096022,"uuid":"202702084","full_name":"uclanlp/visualbert","owner":"uclanlp","description":"Code for the paper \"VisualBERT: A Simple and Performant Baseline for Vision and Language\"","archived":false,"fork":false,"pushed_at":"2023-05-01T20:51:04.000Z","size":18691,"stargazers_count":528,"open_issues_count":14,"forks_count":104,"subscribers_count":14,"default_branch":"master","last_synced_at":"2024-11-11T03:33:13.877Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"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/uclanlp.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}},"created_at":"2019-08-16T09:45:06.000Z","updated_at":"2024-10-17T06:04:11.000Z","dependencies_parsed_at":"2024-01-17T04:18:26.803Z","dependency_job_id":null,"html_url":"https://github.com/uclanlp/visualbert","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/uclanlp%2Fvisualbert","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/uclanlp%2Fvisualbert/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/uclanlp%2Fvisualbert/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/uclanlp%2Fvisualbert/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/uclanlp","download_url":"https://codeload.github.com/uclanlp/visualbert/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":251035089,"owners_count":21526302,"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":[],"created_at":"2024-08-02T07:00:45.599Z","updated_at":"2025-04-26T18:30:32.022Z","avatar_url":"https://github.com/uclanlp.png","language":"Python","readme":"This repository contains code for the following two papers:\n\n+ [VisualBERT: A Simple and Performant Baseline for Vision and Language (arxiv)](https://arxiv.org/abs/1908.03557) with a short version titiled [What Does BERT with Vision Look At?](https://www.aclweb.org/anthology/2020.acl-main.469/) published on ACL 2020.\n\n   Under the folder `visualbert` is code (the original VisualBERT), where we pre-train a Transformer for vision-and-language (V\u0026L) tasks on image-caption data.\n\n+ [Unsupervised Vision-and-Language Pre-training Without Parallel Images and Captions](https://arxiv.org/abs/2010.12831) published on NAACL 2021.\n\n   Under the folder `unsupervised_visualbert` is code (Unsupervised VisualBERT), where we pre-train a V\u0026L transformer without aligned image-captions pairs. Rather, we pre-training only using unaligned images and text, and achieve competitive performance with many models supervised with aligned data.\n\nThe model VisualBERT has been also integrated into several libararies such as [Huggingface Transformer](https://huggingface.co/transformers/model_doc/visual_bert.html) (many thanks to [Gunjan Chhablani](https://github.com/gchhablani) who made it work) and [Facebook MMF](https://github.com/facebookresearch/mmf).\n\nThanks~","funding_links":[],"categories":["Pretraining","其他_机器视觉"],"sub_categories":["网络服务_其他"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fuclanlp%2Fvisualbert","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fuclanlp%2Fvisualbert","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fuclanlp%2Fvisualbert/lists"}