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Plug-and-Play VQA: Zero-shot VQA by Conjoining Large Pretrained Models
  with Zero Training

Plug-and-Play VQA: Zero-shot VQA by Conjoining Large Pretrained Models with Zero Training

17 October 2022
A. M. H. Tiong
Junnan Li
Boyang Albert Li
Silvio Savarese
S. Hoi
    MLLM
ArXivPDFHTML

Papers citing "Plug-and-Play VQA: Zero-shot VQA by Conjoining Large Pretrained Models with Zero Training"

21 / 21 papers shown
Title
Structure Causal Models and LLMs Integration in Medical Visual Question Answering
Structure Causal Models and LLMs Integration in Medical Visual Question Answering
Zibo Xu
Qiang Li
Weizhi Nie
Weijie Wang
Anan Liu
CML
MedIm
37
0
0
05 May 2025
Detecting Multimodal Situations with Insufficient Context and Abstaining from Baseless Predictions
Detecting Multimodal Situations with Insufficient Context and Abstaining from Baseless Predictions
Junzhang Liu
Zhecan Wang
Hammad A. Ayyubi
Haoxuan You
Chris Thomas
Rui Sun
Shih-Fu Chang
Kai-Wei Chang
29
0
0
18 May 2024
Enhancing Visual Question Answering through Question-Driven Image
  Captions as Prompts
Enhancing Visual Question Answering through Question-Driven Image Captions as Prompts
Övgü Özdemir
Erdem Akagündüz
31
9
0
12 Apr 2024
Visual Hallucinations of Multi-modal Large Language Models
Visual Hallucinations of Multi-modal Large Language Models
Wen Huang
Hongbin Liu
Minxin Guo
Neil Zhenqiang Gong
MLLM
VLM
32
24
0
22 Feb 2024
Emergent Open-Vocabulary Semantic Segmentation from Off-the-shelf
  Vision-Language Models
Emergent Open-Vocabulary Semantic Segmentation from Off-the-shelf Vision-Language Models
Jiayun Luo
Siddhesh Khandelwal
Leonid Sigal
Boyang Albert Li
MLLM
VLM
27
7
0
28 Nov 2023
Towards Improving Document Understanding: An Exploration on
  Text-Grounding via MLLMs
Towards Improving Document Understanding: An Exploration on Text-Grounding via MLLMs
Yonghui Wang
Wen-gang Zhou
Hao Feng
Keyi Zhou
Houqiang Li
50
18
0
22 Nov 2023
Can Language Models Laugh at YouTube Short-form Videos?
Can Language Models Laugh at YouTube Short-form Videos?
Dayoon Ko
Sangho Lee
Gunhee Kim
27
6
0
22 Oct 2023
Few-shot Action Recognition with Captioning Foundation Models
Few-shot Action Recognition with Captioning Foundation Models
Xiang Wang
Shiwei Zhang
Hangjie Yuan
Yingya Zhang
Changxin Gao
Deli Zhao
Nong Sang
VLM
19
7
0
16 Oct 2023
Tackling VQA with Pretrained Foundation Models without Further Training
Tackling VQA with Pretrained Foundation Models without Further Training
Alvin De Jun Tan
Bingquan Shen
MLLM
16
1
0
27 Sep 2023
Testing the Depth of ChatGPT's Comprehension via Cross-Modal Tasks Based
  on ASCII-Art: GPT3.5's Abilities in Regard to Recognizing and Generating
  ASCII-Art Are Not Totally Lacking
Testing the Depth of ChatGPT's Comprehension via Cross-Modal Tasks Based on ASCII-Art: GPT3.5's Abilities in Regard to Recognizing and Generating ASCII-Art Are Not Totally Lacking
David Bayani
MLLM
26
5
0
28 Jul 2023
Modularized Zero-shot VQA with Pre-trained Models
Modularized Zero-shot VQA with Pre-trained Models
Rui Cao
Jing Jiang
LRM
19
2
0
27 May 2023
ViperGPT: Visual Inference via Python Execution for Reasoning
ViperGPT: Visual Inference via Python Execution for Reasoning
Dídac Surís
Sachit Menon
Carl Vondrick
MLLM
LRM
ReLM
40
428
0
14 Mar 2023
The Contribution of Knowledge in Visiolinguistic Learning: A Survey on
  Tasks and Challenges
The Contribution of Knowledge in Visiolinguistic Learning: A Survey on Tasks and Challenges
Maria Lymperaiou
Giorgos Stamou
VLM
24
4
0
04 Mar 2023
IC3: Image Captioning by Committee Consensus
IC3: Image Captioning by Committee Consensus
David M. Chan
Austin Myers
Sudheendra Vijayanarasimhan
David A. Ross
John F. Canny
19
17
0
02 Feb 2023
LAVIS: A Library for Language-Vision Intelligence
LAVIS: A Library for Language-Vision Intelligence
Dongxu Li
Junnan Li
Hung Le
Guangsen Wang
Silvio Savarese
S. Hoi
VLM
113
51
0
15 Sep 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified
  Vision-Language Understanding and Generation
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation
Junnan Li
Dongxu Li
Caiming Xiong
S. Hoi
MLLM
BDL
VLM
CLIP
388
4,110
0
28 Jan 2022
Multitask Prompted Training Enables Zero-Shot Task Generalization
Multitask Prompted Training Enables Zero-Shot Task Generalization
Victor Sanh
Albert Webson
Colin Raffel
Stephen H. Bach
Lintang Sutawika
...
T. Bers
Stella Biderman
Leo Gao
Thomas Wolf
Alexander M. Rush
LRM
205
1,654
0
15 Oct 2021
An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA
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
169
401
0
10 Sep 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy
  Text Supervision
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision
Chao Jia
Yinfei Yang
Ye Xia
Yi-Ting Chen
Zarana Parekh
Hieu H. Pham
Quoc V. Le
Yun-hsuan Sung
Zhen Li
Tom Duerig
VLM
CLIP
293
3,683
0
11 Feb 2021
Unifying Vision-and-Language Tasks via Text Generation
Unifying Vision-and-Language Tasks via Text Generation
Jaemin Cho
Jie Lei
Hao Tan
Mohit Bansal
MLLM
249
525
0
04 Feb 2021
Language GANs Falling Short
Language GANs Falling Short
Massimo Caccia
Lucas Page-Caccia
W. Fedus
Hugo Larochelle
Joelle Pineau
Laurent Charlin
117
214
0
06 Nov 2018
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