foundation model - a pre-trained machine learning model that serves as a base for a wide range of downstream tasks. It captures general knowledge from a large dataset and can be fine-tuned to perform specific tasks more effectively.

multimodal model - a model that can process multiple modalities (e.g. text, image, video, audio, etc.) at the same time.

Tianheng Cheng, Lin Song, Yixiao Ge, Wenyu Liu, Xinggang Wang, Ying Shan

• Date: 2024-01-30
• Modalities: 👁️ + 💬
• Tasks: Zero-Shot Object Detection

Lihe Yang, Bingyi Kang, Zilong Huang, Xiaogang Xu, Jiashi Feng, Hengshuang Zhao

• Date: 2024-01-19
• Modalities: 👁
• Tasks: Depth Estimation

Yunyang Xiong, Bala Varadarajan, Lemeng Wu, Xiaoyu Xiang, Fanyi Xiao, Chenchen Zhu, Xiaoliang Dai, Dilin Wang, Fei Sun, Forrest Iandola, Raghuraman Krishnamoorthi, Vikas Chandra

• Date: 2023-12-01
• Modalities: 👁️
• Tasks: Zero-Shot Object Segmentation

Jinze Bai, Shuai Bai, Shusheng Yang, Shijie Wang, Sinan Tan, Peng Wang, Junyang Lin, Chang Zhou, Jingren Zhou

• Date: 2023-11-28
• Modalities: 👁️ + 💬
• Tasks: Image Captioning, VQA, Zero-Shot Object Detection

Weihan Wang, Qingsong Lv, Wenmeng Yu, Wenyi Hong, Ji Qi, Yan Wang, Junhui Ji, Zhuoyi Yang, Lei Zhao, Xixuan Song, Jiazheng Xu, Bin Xu, Juanzi Li, Yuxiao Dong, Ming Ding, Jie Tang

• Date: 2023-11-06
• Modalities: 👁️ + 💬
• Tasks: Image Captioning, VQA

Rohan Bavishi, Erich Elsen, Curtis Hawthorne, Maxwell Nye, Augustus Odena, Arushi Somani, Sağnak Taşırlar

• Date: 2023-10-17
• Modalities: 👁️ + 💬
• Tasks: Image Classification, Image Captioning, VQA, Find Text in Image

Haoxuan You, Haotian Zhang, Zhe Gan, Xianzhi Du, Bowen Zhang, Zirui Wang, Liangliang Cao, Shih-Fu Chang, Yinfei Yang

• Date: 2023-10-11
• Modalities: 👁️ + 💬
• Tasks: Image Captioning, VQA, Phrase Grounding, Object Detection

Hu Xu, Saining Xie, Xiaoqing Ellen Tan, Po-Yao Huang, Russell Howes, Vasu Sharma, Shang-Wen Li, Gargi Ghosh, Luke Zettlemoyer, Christoph Feichtenhofer

• Date: 2023-09-28
• Modalities: 👁️ + 💬
• Tasks: Zero-Shot Classification

Jinze Bai, Shuai Bai, Shusheng Yang, Shijie Wang, Sinan Tan, Peng Wang, Junyang Lin, Chang Zhou, Jingren Zhou

• Date: 2023-09-24
• Modalities: 👁️ + 💬
• Tasks: Image Captioning, VQA

Xiaohua Zhai, Basil Mustafa, Alexander Kolesnikov, Lucas Beyer

• Date: 2023-08-27
• Modalities: 👁️💬
• Tasks: Zero-Shot Image Classification

Lukas Blecher, Guillem Cucurull, Thomas Scialom, Robert Stojnic

• Date: 2023-08-25
• Modalities: 👁️💬
• Tasks: Visual Question Answering

Haohe Liu, Qiao Tian, Yi Yuan, Xubo Liu, Xinhao Mei, Qiuqiang Kong, Yuping Wang, Wenwu Wang, Yuxuan Wang, Mark D. Plumbley

• Date: 2023-08-10
• Modalities: 💬️ + 🎧
• Tasks: Text-to-Audio, Text-to-Speech

Anas Awadalla, Irena Gao, Josh Gardner, Jack Hessel, Yusuf Hanafy, Wanrong Zhu, Kalyani Marathe, Yonatan Bitton, Samir Gadre, Shiori Sagawa, Jenia Jitsev, Simon Kornblith, Pang Wei Koh, Gabriel Ilharco, Mitchell Wortsman, Ludwig Schmidt

• Date: 2023-08-02
• Modalities: 👁️ + 💬
• Tasks: Image Classification, Image Captioning, VQA

Zhiliang Peng, Wenhui Wang, Li Dong, Yaru Hao, Shaohan Huang, Shuming Ma, Furu Wei

• Date: 2023-07-26
• Modalities: 👁️ + 💬
• Tasks: Image Captioning, VQA, Phrase Grounding

Matthias Minderer, Alexey Gritsenko, Neil Houlsby

• Date: 2023-06-17
• Modalities: 👁️
• Tasks: Zero-Shot Object Detection

Rohit Girdhar, Alaaeldin El-Nouby, Zhuang Liu, Mannat Singh, Kalyan Vasudev Alwala, Armand Joulin, Ishan Misra

• Date: 2023-05-09
• Modalities: 👁️ + 💬 + 🎧
• Tasks:

Haotian Liu, Chunyuan Li, Qingyang Wu, Yong Jae Lee

• Date: 2023-04-17
• Modalities: 👁️ + 💬
• Tasks: Vision Language Modeling

Alexander Kirillov, Eric Mintun, Nikhila Ravi, Hanzi Mao, Chloe Rolland, Laura Gustafson, Tete Xiao, Spencer Whitehead, Alexander C. Berg, Wan-Yen Lo, Piotr Dollár, Ross Girshick

• Date: 2023-04-05
• Modalities: 👁️
• Tasks: Zero-Shot Object Segmentation

Shilong Liu, Zhaoyang Zeng, Tianhe Ren, Feng Li, Hao Zhang, Jie Yang, Chunyuan Li, Jianwei Yang, Hang Su, Jun Zhu, Lei Zhang

• Date: 2023-03-09
• Modalities: 👁️ + 💬
• Tasks: Phrase Grounding, Zero-Shot Object Detection

Junnan Li, Dongxu Li, Silvio Savarese, Steven Hoi

• Date: 2023-01-30
• Modalities: 👁️ + 💬
• Tasks: Image Captioning, Visual Question Answering

Alec Radford, Jong Wook Kim, Tao Xu, Greg Brockman, Christine McLeavey, Ilya Sutskever

• Date: 2022-12-06
• Modalities: 💬️ + 🎧
• Tasks: Speech-to-Text

Matthias Minderer, Alexey Gritsenko, Austin Stone, Maxim Neumann, Dirk Weissenborn, Alexey Dosovitskiy, Aravindh Mahendran, Anurag Arnab, Mostafa Dehghani, Zhuoran Shen, Xiao Wang, Xiaohua Zhai, Thomas Kipf, Neil Houlsby

• Date: 2022-05-12
• Modalities: 👁️ + 💬
• Tasks: Zero-Shot Object Detection

Alec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh, Gabriel Goh, Sandhini Agarwal, Girish Sastry, Amanda Askell, Pamela Mishkin, Jack Clark, Gretchen Krueger, Ilya Sutskever

• Date: 2021-02-26
• Modalities: 👁️ + 💬
• Tasks: Zero-Shot Classification

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