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Understanding and Improving In-Context Learning on Vision-language
  Models

Understanding and Improving In-Context Learning on Vision-language Models

IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023
29 November 2023
Shuo Chen
Zhen Han
Bailan He
Mark Buckley
Juil Sock
Volker Tresp
Jindong Gu
ArXiv (abs)PDFHTMLGithub

Papers citing "Understanding and Improving In-Context Learning on Vision-language Models"

6 / 6 papers shown
What do vision-language models see in the context? Investigating multimodal in-context learning
What do vision-language models see in the context? Investigating multimodal in-context learning
G. O. D. Santos
Esther Colombini
Sandra Avila
151
2
0
28 Oct 2025
Identifying and Mitigating Position Bias of Multi-image Vision-Language Models
Identifying and Mitigating Position Bias of Multi-image Vision-Language ModelsComputer Vision and Pattern Recognition (CVPR), 2025
Xinyu Tian
Shu Zou
Zhaoyuan Yang
Jing Zhang
358
19
0
18 Mar 2025
Vision-Language In-Context Learning Driven Few-Shot Visual Inspection Model
Vision-Language In-Context Learning Driven Few-Shot Visual Inspection Model
Shiryu Ueno
Yoshikazu Hayashi
Shunsuke Nakatsuka
Yusei Yamada
Hiroaki Aizawa
K. Kato
MLLMVLM
437
2
0
13 Feb 2025
CBVLM: Training-free Explainable Concept-based Large Vision Language Models for Medical Image Classification
CBVLM: Training-free Explainable Concept-based Large Vision Language Models for Medical Image ClassificationComputers in Biology and Medicine (Comput. Biol. Med.), 2025
Cristiano Patrício
Isabel Rio-Torto
J. S. Cardoso
Luís F. Teixeira
João C. Neves
VLM
1.2K
3
0
21 Jan 2025
Analyzing Finetuning Representation Shift for Multimodal LLMs Steering
Analyzing Finetuning Representation Shift for Multimodal LLMs Steering
Pegah Khayatan
Mustafa Shukor
Jayneel Parekh
Arnaud Dapogny
Matthieu Cord
LLMSV
483
8
0
06 Jan 2025
Learnable In-Context Vector for Visual Question Answering
Learnable In-Context Vector for Visual Question AnsweringNeural Information Processing Systems (NeurIPS), 2024
Yingzhe Peng
Chenduo Hao
Xu Yang
Jiawei Peng
Xinting Hu
Xin Geng
296
6
0
19 Jun 2024
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