Exploring Effective Factors for Improving Visual In-Context Learning

10 April 2023

Yanpeng Sun

Qiang Chen

Jian Wang

Jingdong Wang

Zechao Li

LRM

VLM

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Papers citing "Exploring Effective Factors for Improving Visual In-Context Learning"

28 / 28 papers shown

Title
Embracing Collaboration Over Competition: Condensing Multiple Prompts for Visual In-Context Learning J. Wang Tianci Luo Yaohua Zha Yan Feng Ruisheng Luo Bin Chen Tao Dai Long Chen Yaowei Wang Shu-Tao Xia VLM 60 0 0 30 Apr 2025
E-InMeMo: Enhanced Prompting for Visual In-Context Learning Jiahao Zhang Bowen Wang Hong Liu Liangzhi Li Yuta Nakashima Hajime Nagahara VLM 104 0 0 25 Apr 2025
VisualCloze: A Universal Image Generation Framework via Visual In-Context Learning Zhong-Yu Li Ruoyi Du Juncheng Yan Le Zhuo Zhen Li Peng Gao Zhanyu Ma Ming-Ming Cheng VLM 72 2 0 10 Apr 2025
There is no SAMantics! Exploring SAM as a Backbone for Visual Understanding Tasks Miguel Espinosa Chenhongyi Yang Linus Ericsson Steven G. McDonagh Elliot J. Crowley VLM 70 0 0 22 Nov 2024
Segment Any Class (SAC): Multi-Class Few-Shot Semantic Segmentation via Class Region Proposals Hussni Mohd Zakir Eric Tatt Wei Ho VLM 74 0 0 21 Nov 2024
Image Segmentation in Foundation Model Era: A Survey Tianfei Zhou Fei Zhang Boyu Chang Wenguan Wang Ye Yuan E. Konukoglu Daniel Cremers VLM 42 4 0 23 Aug 2024
Efficient In-Context Medical Segmentation with Meta-driven Visual Prompt Selection Chenwei Wu David Restrepo Zitao Shuai Zhongming Liu Liyue Shen VLM 38 1 0 15 Jul 2024
Visual Prompt Selection for In-Context Learning Segmentation Wei Suo Lanqing Lai Mengyang Sun Hanwang Zhang Peng Wang Yanning Zhang VLM 52 3 0 14 Jul 2024
Towards Global Optimal Visual In-Context Learning Prompt Selection Chengming Xu Chen Liu Yikai Wang Yanwei Fu 26 5 0 24 May 2024
VidProM: A Million-scale Real Prompt-Gallery Dataset for Text-to-Video Diffusion Models Wenhao Wang Yi Yang VGen DiffM 33 32 0 10 Mar 2024
VRP-SAM: SAM with Visual Reference Prompt Yanpeng Sun Jiahui Chen Shan Zhang Xinyu Zhang Qiang Chen Gang Zhang Errui Ding Jingdong Wang Zechao Li 52 31 0 27 Feb 2024
A Simple Framework Uniting Visual In-context Learning with Masked Image Modeling to Improve Ultrasound Segmentation Yuyue Zhou B. Felfeliyan Shrimanti Ghosh Jessica Knight Fatima Alves-Pereira Christopher Keen Jessica Küpper A. Hareendranathan Jacob L. Jaremko 37 0 0 22 Feb 2024
Visual In-Context Learning for Large Vision-Language Models Yucheng Zhou Xiang Li Qianning Wang Jianbing Shen MLLM 27 58 0 18 Feb 2024
Can MLLMs Perform Text-to-Image In-Context Learning? Yuchen Zeng Wonjun Kang Yicong Chen Hyung Il Koo Kangwook Lee MLLM 36 9 0 02 Feb 2024
Low-Resource Vision Challenges for Foundation Models Yunhua Zhang Hazel Doughty Cees G. M. Snoek VLM 30 5 0 09 Jan 2024
Towards More Unified In-context Visual Understanding Dianmo Sheng Dongdong Chen Zhentao Tan Qiankun Liu Qi Chu Jianmin Bao Tao Gong Bin Liu Shengwei Xu Nenghai Yu MLLM VLM 40 10 0 05 Dec 2023
Retrieval-augmented Multi-modal Chain-of-Thoughts Reasoning for Large Language Models Bingshuai Liu Chenyang Lyu Zijun Min Zhanyu Wang Jinsong Su Longyue Wang LRM 31 7 0 04 Dec 2023
Instruct Me More! Random Prompting for Visual In-Context Learning Jiahao Zhang Bowen Wang Liangzhi Li Yuta Nakashima Hajime Nagahara VLM 30 15 0 07 Nov 2023
Unifying Image Processing as Visual Prompting Question Answering Yihao Liu Xiangyu Chen Xianzheng Ma Xintao Wang Jiantao Zhou Yu Qiao Chao Dong MLLM 22 18 0 16 Oct 2023
A Survey on In-context Learning Qingxiu Dong Lei Li Damai Dai Ce Zheng Jingyuan Ma ... Zhiyong Wu Baobao Chang Xu Sun Lei Li Zhifang Sui ReLM AIMat 20 462 0 31 Dec 2022
UViM: A Unified Modeling Approach for Vision with Learned Guiding Codes Alexander Kolesnikov André Susano Pinto Lucas Beyer Xiaohua Zhai Jeremiah Harmsen N. Houlsby 103 67 0 20 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 314 3,248 0 21 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 319 11,953 0 04 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 386 8,495 0 28 Jan 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 305 7,443 0 11 Nov 2021
Pix2seq: A Language Modeling Framework for Object Detection Ting-Li Chen Saurabh Saxena Lala Li David J. Fleet Geoffrey E. Hinton MLLM ViT VLM 244 344 0 22 Sep 2021
Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity Yao Lu Max Bartolo Alastair Moore Sebastian Riedel Pontus Stenetorp AILaw LRM 279 1,124 0 18 Apr 2021
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 275 1,312 0 17 Jan 2021