Few-Shot VQA with Frozen LLMs: A Tale of Two Approaches

Few-Shot VQA with Frozen LLMs: A Tale of Two Approaches

17 March 2024

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Papers citing "Few-Shot VQA with Frozen LLMs: A Tale of Two Approaches"

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Title
Scaling Instruction-Finetuned Language Models Hyung Won Chung Le Hou Shayne Longpre Barret Zoph Yi Tay ... Jacob Devlin Adam Roberts Denny Zhou Quoc V. Le Jason W. Wei ReLM LRM 213 3,150 0 20 Oct 2022
Plug-and-Play VQA: Zero-shot VQA by Conjoining Large Pretrained Models with Zero Training A. M. H. Tiong Junnan Li Boyang Albert Li Silvio Savarese Guosheng Lin MLLM 86 108 0 17 Oct 2022
LAION-5B: An open large-scale dataset for training next generation image-text models Christoph Schuhmann Romain Beaumont Richard Vencu Cade Gordon Ross Wightman ... Srivatsa Kundurthy Katherine Crowson Ludwig Schmidt R. Kaczmarczyk J. Jitsev VLM MLLM CLIP 200 3,493 0 16 Oct 2022
PaLI: A Jointly-Scaled Multilingual Language-Image Model Xi Chen Tianlin Li Soravit Changpinyo A. Piergiovanni Piotr Padlewski ... Andreas Steiner A. Angelova Xiaohua Zhai N. Houlsby Radu Soricut MLLM VLM 116 732 0 14 Sep 2022
VL-Adapter: Parameter-Efficient Transfer Learning for Vision-and-Language Tasks Yi-Lin Sung Jaemin Cho Joey Tianyi Zhou VLM VPVLM 112 356 0 13 Dec 2021
MAGMA -- Multimodal Augmentation of Generative Models through Adapter-based Finetuning C. Eichenberg Sid Black Samuel Weinbach Letitia Parcalabescu Anette Frank MLLM VLM 58 100 0 09 Dec 2021
An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA Zhengyuan Yang Zhe Gan Jianfeng Wang Xiaowei Hu Yumao Lu Zicheng Liu Lijuan Wang 256 421 0 10 Sep 2021
SimVLM: Simple Visual Language Model Pretraining with Weak Supervision Zirui Wang Jiahui Yu Adams Wei Yu Zihang Dai Yulia Tsvetkov Yuan Cao VLM MLLM 136 799 0 24 Aug 2021
Multimodal Few-Shot Learning with Frozen Language Models Maria Tsimpoukelli Jacob Menick Serkan Cabi S. M. Ali Eslami Oriol Vinyals Felix Hill MLLM 183 788 0 25 Jun 2021
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 390 1,389 0 17 Jan 2021
Billion-scale similarity search with GPUs Jeff Johnson Matthijs Douze Hervé Jégou 257 3,737 0 28 Feb 2017
Making the V in VQA Matter: Elevating the Role of Image Understanding in Visual Question Answering Yash Goyal Tejas Khot D. Summers-Stay Dhruv Batra Devi Parikh CoGe 352 3,270 0 02 Dec 2016
Yin and Yang: Balancing and Answering Binary Visual Questions Peng Zhang Yash Goyal D. Summers-Stay Dhruv Batra Devi Parikh CoGe 87 352 0 16 Nov 2015
VQA: Visual Question Answering Aishwarya Agrawal Jiasen Lu Stanislaw Antol Margaret Mitchell C. L. Zitnick Dhruv Batra Devi Parikh CoGe 226 5,503 0 03 May 2015