awesome-foundation-and-multimodal-models
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ποΈ + π¬ + π§ = π€ Curated list of top foundation and multimodal models! [Paper + Code + Examples + Tutorials]
awesome foundation and multimodal models
ποΈ + π¬ + π§ = π€
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.
π€ models
YOLO-World: Real-Time Open-Vocabulary Object Detection
Tianheng Cheng, Lin Song, Yixiao Ge, Wenyu Liu, Xinggang Wang, Ying Shan
- Date: 2024-01-30
- Modalities: ποΈ + π¬
- Tasks: Zero-Shot Object Detection
Depth Anything
Lihe Yang, Bingyi Kang, Zilong Huang, Xiaogang Xu, Jiashi Feng, Hengshuang Zhao
- Date: 2024-01-19
- Modalities: π
- Tasks: Depth Estimation
EfficientSAM: Leveraged Masked Image Pretraining for Efficient Segment Anything
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: ποΈ
- Tasks: Zero-Shot Object Segmentation
Qwen-VL-Plus / Max
Jinze Bai, Shuai Bai, Shusheng Yang, Shijie Wang, Sinan Tan, Peng Wang, Junyang Lin, Chang Zhou, Jingren Zhou
- Date: 2023-11-28
- Modalities: ποΈ + π¬
- Tasks: Image Captioning, VQA, Zero-Shot Object Detection
CogVLM: Visual Expert for Pretrained Language Models
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: ποΈ + π¬
- Tasks: Image Captioning, VQA
Fuyu-8B: A Multimodal Architecture for AI Agents
Rohan Bavishi, Erich Elsen, Curtis Hawthorne, Maxwell Nye, Augustus Odena, Arushi Somani, SaΔnak TaΕΔ±rlar
- Date: 2023-10-17
- Modalities: ποΈ + π¬
- Tasks: Image Classification, Image Captioning, VQA, Find Text in Image
Ferret: Refer and Ground Anything Anywhere at Any Granularity
Haoxuan You, Haotian Zhang, Zhe Gan, Xianzhi Du, Bowen Zhang, Zirui Wang, Liangliang Cao, Shih-Fu Chang, Yinfei Yang
- Date: 2023-10-11
- Modalities: ποΈ + π¬
- Tasks: Image Captioning, VQA, Phrase Grounding, Object Detection
MetaCLIP: Demystifying CLIP Data
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: ποΈ + π¬
- Tasks: Zero-Shot Classification
Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond
Jinze Bai, Shuai Bai, Shusheng Yang, Shijie Wang, Sinan Tan, Peng Wang, Junyang Lin, Chang Zhou, Jingren Zhou
- Date: 2023-09-24
- Modalities: ποΈ + π¬
- Tasks: Image Captioning, VQA
SigLIP: Sigmoid Loss for Language Image Pre-Training
Xiaohua Zhai, Basil Mustafa, Alexander Kolesnikov, Lucas Beyer
- Date: 2023-08-27
- Modalities: ποΈπ¬
- Tasks: Zero-Shot Image Classification
Nougat: Neural Optical Understanding for Academic Documents
Lukas Blecher, Guillem Cucurull, Thomas Scialom, Robert Stojnic
- Date: 2023-08-25
- Modalities: ποΈπ¬
- Tasks: Visual Question Answering
AudioLDM 2: Learning Holistic Audio Generation with Self-supervised Pretraining
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: π¬οΈ + π§
- Tasks: Text-to-Audio, Text-to-Speech
OpenFlamingo: An Open-Source Framework for Training Large Autoregressive Vision-Language Models
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: ποΈ + π¬
- Tasks: Image Classification, Image Captioning, VQA
Kosmos-2: Grounding Multimodal Large Language Models to the World
Zhiliang Peng, Wenhui Wang, Li Dong, Yaru Hao, Shaohan Huang, Shuming Ma, Furu Wei
- Date: 2023-07-26
- Modalities: ποΈ + π¬
- Tasks: Image Captioning, VQA, Phrase Grounding
OWLv2: Scaling Open-Vocabulary Object Detection
Matthias Minderer, Alexey Gritsenko, Neil Houlsby
- Date: 2023-06-17
- Modalities: ποΈ
- Tasks: Zero-Shot Object Detection
ImageBind: One Embedding Space To Bind Them All
Rohit Girdhar, Alaaeldin El-Nouby, Zhuang Liu, Mannat Singh, Kalyan Vasudev Alwala, Armand Joulin, Ishan Misra
- Date: 2023-05-09
- Modalities: ποΈ + π¬ + π§
- Tasks:
LLaVA: Large Language and Vision Assistant
Haotian Liu, Chunyuan Li, Qingyang Wu, Yong Jae Lee
- Date: 2023-04-17
- Modalities: ποΈ + π¬
- Tasks: Vision Language Modeling
Segment Anything
Alexander Kirillov, Eric Mintun, Nikhila Ravi, Hanzi Mao, Chloe Rolland, Laura Gustafson, Tete Xiao, Spencer Whitehead, Alexander C. Berg, Wan-Yen Lo, Piotr DollΓ‘r, Ross Girshick
- Date: 2023-04-05
- Modalities: ποΈ
- Tasks: Zero-Shot Object Segmentation
Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection
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: ποΈ + π¬
- Tasks: Phrase Grounding, Zero-Shot Object Detection
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models
Junnan Li, Dongxu Li, Silvio Savarese, Steven Hoi
- Date: 2023-01-30
- Modalities: ποΈ + π¬
- Tasks: Image Captioning, Visual Question Answering
Whisper: Robust Speech Recognition via Large-Scale Weak Supervision
Alec Radford, Jong Wook Kim, Tao Xu, Greg Brockman, Christine McLeavey, Ilya Sutskever
- Date: 2022-12-06
- Modalities: π¬οΈ + π§
- Tasks: Speech-to-Text
OWL-ViT: Simple Open-Vocabulary Object Detection with Vision Transformers
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: ποΈ + π¬
- Tasks: Zero-Shot Object Detection
CLIP: Learning Transferable Visual Models From Natural Language Supervision
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: ποΈ + π¬
- Tasks: Zero-Shot Classification
π¦Έ contribution
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