Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

11 January 2024

Shengbang Tong

Papers citing "Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs"

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Title
Exploring Implicit Visual Misunderstandings in Multimodal Large Language Models through Attention Analysis Pengfei Wang Guohai Xu Weinong Wang Junjie Yang Jie Lou Yunhua Xue 24 0 0 15 May 2025
Visual Instruction Tuning with Chain of Region-of-Interest Yixin Chen Shuai Zhang Boran Han Bernie Wang 26 0 0 11 May 2025
VR-RAG: Open-vocabulary Species Recognition with RAG-Assisted Large Multi-Modal Models F. Khan Jun Chen Youssef Mohamed Chun-Mei Feng Mohamed Elhoseiny VLM 33 0 0 08 May 2025
Looking Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models Aarti Ghatkesar Uddeshya Upadhyay Ganesh Venkatesh VLM 38 0 0 08 May 2025
OpenVision: A Fully-Open, Cost-Effective Family of Advanced Vision Encoders for Multimodal Learning Xianhang Li Y. Liu Haoqin Tu Hongru Zhu Cihang Xie VLM 139 0 0 07 May 2025
VSC: Visual Search Compositional Text-to-Image Diffusion Model Do Huu Dat Nam Hyeonu Po Yuan Mao Tae-Hyun Oh DiffM CoGe 62 0 0 02 May 2025
Multi-Modal Language Models as Text-to-Image Model Evaluators Jiahui Chen Candace Ross Reyhane Askari Hemmat Koustuv Sinha Melissa Hall M. Drozdzal Adriana Romero-Soriano EGVM 60 0 0 01 May 2025
Rethinking Visual Layer Selection in Multimodal LLMs H. Chen Junyan Lin Xinhao Chen Yue Fan Xin Jin Hui Su Jianfeng Dong Jinlan Fu Xiaoyu Shen VLM 95 0 0 30 Apr 2025
AdaViP: Aligning Multi-modal LLMs via Adaptive Vision-enhanced Preference Optimization Jinda Lu Jinghan Li Yuan Gao Junkang Wu Jiancan Wu X. Wang Xiangnan He 112 0 0 22 Apr 2025
Emergence and Evolution of Interpretable Concepts in Diffusion Models Berk Tinaz Zalan Fabian Mahdi Soltanolkotabi DiffM 23 0 0 21 Apr 2025
LongPerceptualThoughts: Distilling System-2 Reasoning for System-1 Perception Yuan-Hong Liao Sven Elflein Liu He Laura Leal-Taixe Yejin Choi Sanja Fidler David Acuna ReLM LRM VLM 123 0 0 21 Apr 2025
Seeing from Another Perspective: Evaluating Multi-View Understanding in MLLMs Chun-Hsiao Yeh Chenyu Wang Shengbang Tong Ta-Ying Cheng Rouyu Wang Tianzhe Chu Yuexiang Zhai Yubei Chen Shenghua Gao Yi Ma LRM 63 0 0 21 Apr 2025
ResNetVLLM-2: Addressing ResNetVLLM's Multi-Modal Hallucinations Ahmad Khalil Mahmoud Khalil A. Ngom MLLM VLM 47 0 0 20 Apr 2025
Self-alignment of Large Video Language Models with Refined Regularized Preference Optimization Pritam Sarkar Ali Etemad 29 0 0 16 Apr 2025
MMKB-RAG: A Multi-Modal Knowledge-Based Retrieval-Augmented Generation Framework Zihan Ling Zhiyao Guo Yixuan Huang Yi An Shuai Xiao Jinsong Lan Xiaoyong Zhu Bo Zheng RALM VLM 55 0 0 14 Apr 2025
The Scalability of Simplicity: Empirical Analysis of Vision-Language Learning with a Single Transformer Weixian Lei Jiacong Wang Haochen Wang X. Li Jun Hao Liew Jiashi Feng Zilong Huang 26 2 0 14 Apr 2025
AgMMU: A Comprehensive Agricultural Multimodal Understanding and Reasoning Benchmark Aruna Gauba Irene Pi Yunze Man Ziqi Pang Vikram S. Adve Yu-Xiong Wang 125 0 0 14 Apr 2025
VideoAds for Fast-Paced Video Understanding: Where Opensource Foundation Models Beat GPT-4o & Gemini-1.5 Pro Zheyuan Zhang Monica Dou Linkai Peng Hongyi Pan Ulas Bagci Boqing Gong VLM 58 0 0 12 Apr 2025
FocalLens: Instruction Tuning Enables Zero-Shot Conditional Image Representations Cheng-Yu Hsieh Pavan Kumar Anasosalu Vasu Fartash Faghri Raviteja Vemulapalli Chun-Liang Li Ranjay Krishna Oncel Tuzel Hadi Pouransari VLM 151 0 0 11 Apr 2025
Memory-efficient Streaming VideoLLMs for Real-time Procedural Video Understanding Dibyadip Chatterjee Edoardo Remelli Yale Song Bugra Tekin Abhay Mittal ... Shreyas Hampali Eric Sauser Shugao Ma Angela Yao Fadime Sener VLM 46 0 0 10 Apr 2025
How Can Objects Help Video-Language Understanding? Zitian Tang Shijie Wang Junho Cho Jaewook Yoo Chen Sun 42 0 0 10 Apr 2025
Perception in Reflection Yana Wei Liang Zhao Kangheng Lin En Yu Yuang Peng ... Jianjian Sun Haoran Wei Zheng Ge Xiangyu Zhang Vishal M. Patel 31 0 0 09 Apr 2025
A Framework for Situating Innovations, Opportunities, and Challenges in Advancing Vertical Systems with Large AI Models Gaurav Verma Jiawei Zhou Mohit Chandra Srijan Kumar M. D. Choudhury 53 0 0 03 Apr 2025
Q-Adapt: Adapting LMM for Visual Quality Assessment with Progressive Instruction Tuning Yiting Lu X. Li H. Wu Bingchen Li Weisi Lin Zhibo Chen 37 1 0 02 Apr 2025
Scaling Language-Free Visual Representation Learning David Fan Shengbang Tong Jiachen Zhu Koustuv Sinha Zhuang Liu ... Michael G. Rabbat Nicolas Ballas Yann LeCun Amir Bar Saining Xie CLIP VLM 64 2 0 01 Apr 2025
Efficient LLaMA-3.2-Vision by Trimming Cross-attended Visual Features Jewon Lee Ki-Ung Song Seungmin Yang Donguk Lim Jaeyeon Kim Wooksu Shin Bo-Kyeong Kim Yong Jae Lee Tae-Ho Kim VLM 55 0 0 01 Apr 2025
Self-Evolving Visual Concept Library using Vision-Language Critics Atharva Sehgal Patrick Yuan Ziniu Hu Yisong Yue Jennifer J. Sun Swarat Chaudhuri VLM 45 0 0 31 Mar 2025
Enhancing Image Resolution of Solar Magnetograms: A Latent Diffusion Model Approach Francesco P. Ramunno Paolo Massa Vitaliy Kinakh Brandon Panos A. Csillaghy S. Voloshynovskiy DiffM 53 0 0 31 Mar 2025
DASH: Detection and Assessment of Systematic Hallucinations of VLMs Maximilian Augustin Yannic Neuhaus Matthias Hein VLM 52 1 0 30 Mar 2025
Evaluating Multimodal Language Models as Visual Assistants for Visually Impaired Users Antonia Karamolegkou Malvina Nikandrou Georgios Pantazopoulos Danae Sanchez Villegas Phillip Rust Ruchira Dhar Daniel Hershcovich Anders Søgaard 36 0 0 28 Mar 2025
Unveiling the Mist over 3D Vision-Language Understanding: Object-centric Evaluation with Chain-of-Analysis J. Huang Baoxiong Jia Y. Wang Ziyu Zhu Xiongkun Linghu Qing Li Song-Chun Zhu Siyuan Huang 79 3 0 28 Mar 2025
Scaling Vision Pre-Training to 4K Resolution Baifeng Shi Boyi Li Han Cai Y. Lu Sifei Liu ... Jan Kautz Song Han Trevor Darrell Pavlo Molchanov Hongxu Yin CLIP 133 0 0 25 Mar 2025
LangBridge: Interpreting Image as a Combination of Language Embeddings Jiaqi Liao Yuwei Niu Fanqing Meng Hao Li Changyao Tian ... Dianqi Li X. Zhu Li Yuan Jifeng Dai Yu Cheng MLLM 72 0 0 25 Mar 2025
On the Perception Bottleneck of VLMs for Chart Understanding Junteng Liu Weihao Zeng Xiwen Zhang Yijun Wang Zifei Shan Junxian He 60 0 0 24 Mar 2025
SlowFast-LLaVA-1.5: A Family of Token-Efficient Video Large Language Models for Long-Form Video Understanding Mingze Xu Mingfei Gao Shiyu Li Jiasen Lu Zhe Gan Zhengfeng Lai Meng Cao Kai Kang Y. Yang Afshin Dehghan 54 1 0 24 Mar 2025
MIRAGE: Multimodal Immersive Reasoning and Guided Exploration for Red-Team Jailbreak Attacks Wenhao You Bryan Hooi Yiwei Wang Y. Wang Zong Ke Ming Yang Zi Huang Yujun Cai AAML 56 0 0 24 Mar 2025
LLaVAction: evaluating and training multi-modal large language models for action recognition Shaokai Ye Haozhe Qi Alexander Mathis Mackenzie W. Mathis 68 1 0 24 Mar 2025
Expanding the Boundaries of Vision Prior Knowledge in Multi-modal Large Language Models Qiao Liang Yanjiang Liu Ben He Y. Lu Hongyu Lin Jia Zheng Xianpei Han Le Sun Yingfei Sun 39 0 0 23 Mar 2025
4D-Bench: Benchmarking Multi-modal Large Language Models for 4D Object Understanding Wenxuan Zhu Bing Li Cheng Zheng Jinjie Mai Jun-Cheng Chen ... Abdullah Hamdi Sara Rojas Martinez Chia-Wen Lin Mohamed Elhoseiny Bernard Ghanem VLM 48 0 0 22 Mar 2025
Not Only Text: Exploring Compositionality of Visual Representations in Vision-Language Models Davide Berasi Matteo Farina Massimiliano Mancini Elisa Ricci Nicola Strisciuglio CoGe 68 0 0 21 Mar 2025
A Vision Centric Remote Sensing Benchmark Abduljaleel Adejumo Faegheh Yeganli Clifford Broni-Bediako Aoran Xiao Naoto Yokoya Mennatullah Siam 64 0 0 20 Mar 2025
TruthLens: Explainable DeepFake Detection for Face Manipulated and Fully Synthetic Data Rohit Kundu Athula Balachandran A. Roy-Chowdhury 45 0 0 20 Mar 2025
Mitigating Object Hallucinations in MLLMs via Multi-Frequency Perturbations Shuo Li Jiajun Sun Guodong Zheng Xiaoran Fan Yujiong Shen ... Wenming Tan Tao Ji Tao Gui Qi Zhang Xuanjing Huang AAML VLM 87 0 0 19 Mar 2025
TULIP: Towards Unified Language-Image Pretraining Zineng Tang Long Lian Seun Eisape Xudong Wang Roei Herzig Adam Yala Alane Suhr Trevor Darrell David M. Chan VLM CLIP MLLM 103 3 0 19 Mar 2025
EgoDTM: Towards 3D-Aware Egocentric Video-Language Pretraining Boshen Xu Yuting Mei Xinbi Liu Sipeng Zheng Qin Jin VLM MDE 65 0 0 19 Mar 2025
Where do Large Vision-Language Models Look at when Answering Questions? X. Xing Chia-Wen Kuo Li Fuxin Yulei Niu Fan Chen Ming Li Ying Wu Longyin Wen Sijie Zhu LRM 58 0 0 18 Mar 2025
MP-GUI: Modality Perception with MLLMs for GUI Understanding Ziwei Wang Weizhi Chen Leyang Yang Sheng Zhou Shengchu Zhao Hanbei Zhan Jiongchao Jin Liangcheng Li Zirui Shao Jiajun Bu 65 1 0 18 Mar 2025
MM-Spatial: Exploring 3D Spatial Understanding in Multimodal LLMs Erik Daxberger Nina Wenzel David Griffiths Haiming Gang Justin Lazarow ... Kai Kang Marcin Eichner Y. Yang Afshin Dehghan Peter Grasch 72 2 0 17 Mar 2025
Dynamic Relation Inference via Verb Embeddings Omri Suissa Muhiim Ali Ariana Azarbal Hui Shen Shekhar Pradhan 43 0 0 17 Mar 2025
4D LangSplat: 4D Language Gaussian Splatting via Multimodal Large Language Models Wanhua Li Renping Zhou Jiawei Zhou Yingwei Song Johannes Herter Minghan Qin Gao Huang Hanspeter Pfister 3DGS VLM 66 0 0 13 Mar 2025