Rethinking Visual Layer Selection in Multimodal LLMs

Rethinking Visual Layer Selection in Multimodal LLMs

30 April 2025

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Papers citing "Rethinking Visual Layer Selection in Multimodal LLMs"

18 / 18 papers shown

Title
Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs Shengbang Tong Zhuang Liu Yuexiang Zhai Yi-An Ma Yann LeCun Saining Xie VLM MLLM 105 347 0 11 Jan 2024
From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models Dongsheng Jiang Yuchen Liu Songlin Liu Jiné Zhao Hao Zhang Zhen Gao Xiaopeng Zhang Jin Li Hongkai Xiong MLLM VLM 66 39 0 13 Oct 2023
Qwen Technical Report Jinze Bai Shuai Bai Yunfei Chu Zeyu Cui Kai Dang ... Zhenru Zhang Chang Zhou Jingren Zhou Xiaohuan Zhou Tianhang Zhu OSLM 264 1,895 0 28 Sep 2023
Visual Instruction Tuning Haotian Liu Chunyuan Li Qingyang Wu Yong Jae Lee SyDa VLM MLLM 569 4,910 0 17 Apr 2023
EVA-CLIP: Improved Training Techniques for CLIP at Scale Quan-Sen Sun Yuxin Fang Ledell Yu Wu Xinlong Wang Yue Cao CLIP VLM 149 512 0 27 Mar 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 429 4,642 0 30 Jan 2023
A-OKVQA: A Benchmark for Visual Question Answering using World Knowledge Dustin Schwenk Apoorv Khandelwal Christopher Clark Kenneth Marino Roozbeh Mottaghi 69 551 0 03 Jun 2022
Flamingo: a Visual Language Model for Few-Shot Learning Jean-Baptiste Alayrac Jeff Donahue Pauline Luc Antoine Miech Iain Barr ... Mikolaj Binkowski Ricardo Barreira Oriol Vinyals Andrew Zisserman Karen Simonyan MLLM VLM 418 3,602 0 29 Apr 2022
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 967 29,810 0 26 Feb 2021
DocVQA: A Dataset for VQA on Document Images Minesh Mathew Dimosthenis Karatzas C. V. Jawahar 144 743 0 01 Jul 2020
TextCaps: a Dataset for Image Captioning with Reading Comprehension Oleksii Sidorov Ronghang Hu Marcus Rohrbach Amanpreet Singh 90 418 0 24 Mar 2020
Towards VQA Models That Can Read Amanpreet Singh Vivek Natarajan Meet Shah Yu Jiang Xinlei Chen Dhruv Batra Devi Parikh Marcus Rohrbach EgoV 111 1,253 0 18 Apr 2019
TallyQA: Answering Complex Counting Questions Manoj Acharya Kushal Kafle Christopher Kanan 57 125 0 29 Oct 2018
DVQA: Understanding Data Visualizations via Question Answering Kushal Kafle Brian L. Price Scott D. Cohen Christopher Kanan AIMat 85 396 0 24 Jan 2018
CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual Reasoning Justin Johnson B. Hariharan Laurens van der Maaten Li Fei-Fei C. L. Zitnick Ross B. Girshick CoGe 313 2,387 0 20 Dec 2016
Feature Pyramid Networks for Object Detection Nayeon Lee Piotr Dollár Ross B. Girshick Kaiming He Bharath Hariharan Serge J. Belongie ObjD 485 22,143 0 09 Dec 2016
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
Generation and Comprehension of Unambiguous Object Descriptions Junhua Mao Jonathan Huang Alexander Toshev Oana-Maria Camburu Alan Yuille Kevin Patrick Murphy ObjD 133 1,357 0 07 Nov 2015