SEED-Bench: Benchmarking Multimodal LLMs with Generative Comprehension

30 July 2023

Ying Shan

Papers citing "SEED-Bench: Benchmarking Multimodal LLMs with Generative Comprehension"

50 / 66 papers shown

Title
Instructify: Demystifying Metadata to Visual Instruction Tuning Data Conversion Jacob A. Hansen Wei Lin Junmo Kang M. Jehanzeb Mirza Hongyin Luo Rogerio Feris Alan Ritter James R. Glass Leonid Karlinsky VLM 152 0 0 23 May 2025
Streamline Without Sacrifice - Squeeze out Computation Redundancy in LMM Penghao Wu Lewei Lu Ziwei Liu 72 0 0 21 May 2025
Top-Down Compression: Revisit Efficient Vision Token Projection for Visual Instruction Tuning Bonan li Zicheng Zhang Songhua Liu Weihao Yu Xinchao Wang VLM 74 0 0 17 May 2025
Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities Wei Wei Jintao Guo Shanshan Zhao Minghao Fu Lunhao Duan Guo-Hua Wang Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang DiffM 191 0 0 05 May 2025
VCM: Vision Concept Modeling Based on Implicit Contrastive Learning with Vision-Language Instruction Fine-Tuning Run Luo Renke Shan Longze Chen Ziqiang Liu Lu Wang Min Yang Xiaobo Xia MLLM VLM 165 1 0 28 Apr 2025
DyMU: Dynamic Merging and Virtual Unmerging for Efficient VLMs Zehao Wang Senthil Purushwalkam Caiming Xiong Siyang Song Chenhui Xu Ran Xu 104 2 0 23 Apr 2025
VideoComp: Advancing Fine-Grained Compositional and Temporal Alignment in Video-Text Models Dahun Kim A. Piergiovanni Ganesh Mallya A. Angelova CoGe 88 0 0 04 Apr 2025
UniViTAR: Unified Vision Transformer with Native Resolution Limeng Qiao Yiyang Gan Bairui Wang Jie Qin Shuang Xu Siqi Yang Lin Ma 105 0 0 02 Apr 2025
Harmonizing Visual Representations for Unified Multimodal Understanding and Generation Size Wu Wentao Zhang Lumin Xu Sheng Jin Zhonghua Wu Qingyi Tao Wentao Liu Wei Li Chen Change Loy VGen 355 5 0 27 Mar 2025
InternVL-X: Advancing and Accelerating InternVL Series with Efficient Visual Token Compression Dongchen Lu Yuyao Sun Zilu Zhang Leping Huang Jianliang Zeng Mao Shu Huo Cao 81 1 0 27 Mar 2025
MLLM-Selector: Necessity and Diversity-driven High-Value Data Selection for Enhanced Visual Instruction Tuning Yiwei Ma Guohai Xu Xiaoshuai Sun Jiayi Ji Jie Lou Debing Zhang Rongrong Ji 153 0 0 26 Mar 2025
Dynamic Pyramid Network for Efficient Multimodal Large Language Model Hao Ai Kunyi Wang Zezhou Wang H. Lu Jin Tian Yaxin Luo Peng-Fei Xing Jen-Yuan Huang Huaxia Li Gen Luo MLLM VLM 137 0 0 26 Mar 2025
RGB-Th-Bench: A Dense benchmark for Visual-Thermal Understanding of Vision Language Models Mehdi Moshtaghi Siavash H. Khajavi Joni Pajarinen VLM 95 0 0 25 Mar 2025
CoMP: Continual Multimodal Pre-training for Vision Foundation Models Yuxiao Chen L. Meng Wujian Peng Zuxuan Wu Yu-Gang Jiang VLM 133 1 0 24 Mar 2025
From Head to Tail: Towards Balanced Representation in Large Vision-Language Models through Adaptive Data Calibration Mingyang Song Xiaoye Qu Jiawei Zhou Yu Cheng VLM 94 1 0 17 Mar 2025
Cyclic Contrastive Knowledge Transfer for Open-Vocabulary Object Detection Chuhan Zhang Chaoyang Zhu Pingcheng Dong Long Chen Dong Zhang ObjD VLM 390 0 0 14 Mar 2025
Learning to Inference Adaptively for Multimodal Large Language Models Zhuoyan Xu Khoi Duc Nguyen Preeti Mukherjee Saurabh Bagchi Somali Chaterji Yingyu Liang Yin Li LRM 87 2 0 13 Mar 2025
Filter Images First, Generate Instructions Later: Pre-Instruction Data Selection for Visual Instruction Tuning Bardia Safaei Faizan Siddiqui Jiacong Xu Vishal M. Patel Shao-Yuan Lo VLM 366 1 0 10 Mar 2025
SemHiTok: A Unified Image Tokenizer via Semantic-Guided Hierarchical Codebook for Multimodal Understanding and Generation Zhenpeng Chen Chunwei Wang Xiuwei Chen Hongbin Xu Jiawei Han Xiandan Liang J. N. Han Hang Xu Xiaodan Liang VLM 92 1 0 09 Mar 2025
DivPrune: Diversity-based Visual Token Pruning for Large Multimodal Models Saeed Ranjbar Alvar Gursimran Singh Mohammad Akbari Yong Zhang VLM 132 0 0 04 Mar 2025
LOVA3: Learning to Visual Question Answering, Asking and Assessment Henry Hengyuan Zhao Pan Zhou Difei Gao Zechen Bai Mike Zheng Shou 105 8 0 21 Feb 2025
HAMSTER: Hierarchical Action Models For Open-World Robot Manipulation Yi Li Yuquan Deng Jing Zhang Joel Jang Marius Memme ... Fabio Ramos Dieter Fox Anqi Li Abhishek Gupta Ankit Goyal LM&Ro 127 12 0 08 Feb 2025
OneLLM: One Framework to Align All Modalities with Language Jiaming Han Kaixiong Gong Yiyuan Zhang Jiaqi Wang Kaipeng Zhang Dahua Lin Yu Qiao Peng Gao Xiangyu Yue MLLM 147 121 0 10 Jan 2025
FOLDER: Accelerating Multi-modal Large Language Models with Enhanced Performance Haicheng Wang Zhemeng Yu Gabriele Spadaro Chen Ju Victor Quétu Enzo Tartaglione Enzo Tartaglione VLM 326 5 0 05 Jan 2025
HoVLE: Unleashing the Power of Monolithic Vision-Language Models with Holistic Vision-Language Embedding Chenxin Tao Shiqian Su X. Zhu Chenyu Zhang Zhe Chen ... Wenhai Wang Lewei Lu Gao Huang Yu Qiao Jifeng Dai MLLM VLM 166 2 0 20 Dec 2024
FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Seunghee Kim Changhyeon Kim Taeuk Kim LRM 125 1 0 17 Dec 2024
EgoPlan-Bench2: A Benchmark for Multimodal Large Language Model Planning in Real-World Scenarios Lu Qiu Yuying Ge Yi Chen Yixiao Ge Ying Shan Xihui Liu LLMAG LRM 143 5 0 05 Dec 2024
ChatRex: Taming Multimodal LLM for Joint Perception and Understanding Qing Jiang Gen Luo Yuqin Yang Yuda Xiong Yihao Chen Zhaoyang Zeng Tianhe Ren Lei Zhang VLM LRM 139 8 0 27 Nov 2024
Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning Di Zhang Jingdi Lei Junxian Li Xunzhi Wang Yong Liu ... Steve Yang Jianbo Wu Peng Ye Wanli Ouyang Dongzhan Zhou OffRL LRM 133 7 0 27 Nov 2024
All Languages Matter: Evaluating LMMs on Culturally Diverse 100 Languages Ashmal Vayani Dinura Dissanayake Hasindri Watawana Noor Ahsan Nevasini Sasikumar ... Monojit Choudhury Ivan Laptev Mubarak Shah Salman Khan Fahad A Khan 166 11 0 25 Nov 2024
COAT: Compressing Optimizer states and Activation for Memory-Efficient FP8 Training Haocheng Xi Han Cai Ligeng Zhu Yaojie Lu Kurt Keutzer Jianfei Chen Song Han MQ 93 9 0 25 Oct 2024
PyramidDrop: Accelerating Your Large Vision-Language Models via Pyramid Visual Redundancy Reduction Long Xing Qidong Huang Xiaoyi Dong Jiajie Lu Pan Zhang ... Yuhang Cao Zeang Sheng Jiaqi Wang Feng Wu Dahua Lin VLM 77 35 0 22 Oct 2024
NaturalBench: Evaluating Vision-Language Models on Natural Adversarial Samples Baiqi Li Zhiqiu Lin Wenxuan Peng Jean de Dieu Nyandwi Daniel Jiang Zixian Ma Simran Khanuja Ranjay Krishna Graham Neubig Deva Ramanan AAML CoGe VLM 128 27 0 18 Oct 2024
Fine-Grained Verifiers: Preference Modeling as Next-token Prediction in Vision-Language Alignment Chenhang Cui An Zhang Yiyang Zhou Zhaorun Chen Gelei Deng Huaxiu Yao Tat-Seng Chua 110 5 0 18 Oct 2024
Cross-Modal Safety Mechanism Transfer in Large Vision-Language Models Shicheng Xu Liang Pang Yunchang Zhu Huawei Shen Xueqi Cheng MLLM 67 1 0 16 Oct 2024
Dynamic Multimodal Evaluation with Flexible Complexity by Vision-Language Bootstrapping Yue Yang Shanghang Zhang Wenqi Shao Kaipeng Zhang Yi Bin Yu Wang Ping Luo 72 2 0 11 Oct 2024
Mono-InternVL: Pushing the Boundaries of Monolithic Multimodal Large Language Models with Endogenous Visual Pre-training Gen Luo Xue Yang Wenhan Dou Zhaokai Wang Jifeng Dai Jifeng Dai Yu Qiao Xizhou Zhu VLM MLLM 94 26 0 10 Oct 2024
Self-Correction is More than Refinement: A Learning Framework for Visual and Language Reasoning Tasks Jiayi He Hehai Lin Q. Wang Yi R. Fung Chenhui Xu ReLM LRM 135 7 0 05 Oct 2024
MIO: A Foundation Model on Multimodal Tokens Zekun Wang King Zhu Chunpu Xu Wangchunshu Zhou Jiaheng Liu ... Yuanxing Zhang Ge Zhang Ke Xu Jie Fu Wenhao Huang MLLM AuLLM 88 11 0 26 Sep 2024
EMOVA: Empowering Language Models to See, Hear and Speak with Vivid Emotions Kai Chen Yunhao Gou Runhui Huang Zhili Liu Daxin Tan ... Qun Liu Jun Yao Lu Hou Hang Xu Hang Xu AuLLM MLLM VLM 100 25 0 26 Sep 2024
MME-RealWorld: Could Your Multimodal LLM Challenge High-Resolution Real-World Scenarios that are Difficult for Humans? Yi-Fan Zhang Huanyu Zhang Haochen Tian Chaoyou Fu Shuangqing Zhang ... Qingsong Wen Zhang Zhang Liwen Wang Rong Jin Tieniu Tan OffRL 92 44 0 23 Aug 2024
MuMA-ToM: Multi-modal Multi-Agent Theory of Mind Haojun Shi Suyu Ye Xinyu Fang Chuanyang Jin Leyla Isik Yen-Ling Kuo Tianmin Shu LLMAG 92 13 0 22 Aug 2024
EE-MLLM: A Data-Efficient and Compute-Efficient Multimodal Large Language Model Feipeng Ma Yizhou Zhou Hebei Li Zilong He Siying Wu Fengyun Rao Siying Wu Fengyun Rao Yueyi Zhang Xiaoyan Sun 120 8 0 21 Aug 2024
Visual Agents as Fast and Slow Thinkers Guangyan Sun Mingyu Jin Zhenting Wang Cheng-Long Wang Siqi Ma Qifan Wang Ying Nian Wu Ying Nian Wu Dongfang Liu Dongfang Liu LLMAG LRM 102 15 0 16 Aug 2024
VLMEvalKit: An Open-Source Toolkit for Evaluating Large Multi-Modality Models Haodong Duan Junming Yang Junming Yang Xinyu Fang Lin Chen ... Yuhang Zang Pan Zhang Jiaqi Wang Dahua Lin Kai Chen LM&MA VLM 99 142 0 16 Jul 2024
NTSEBENCH: Cognitive Reasoning Benchmark for Vision Language Models Pranshu Pandya Agney S Talwarr Vatsal Gupta Tushar Kataria Dan Roth Vivek Gupta LRM 89 2 0 15 Jul 2024
MIA-Bench: Towards Better Instruction Following Evaluation of Multimodal LLMs Yusu Qian Hanrong Ye J. Fauconnier Peter Grasch Yinfei Yang Zhe Gan 134 16 0 01 Jul 2024
VoCo-LLaMA: Towards Vision Compression with Large Language Models Xubing Ye Yukang Gan Xiaoke Huang Yixiao Ge Yansong Tang MLLM VLM 73 24 0 18 Jun 2024
SPA-VL: A Comprehensive Safety Preference Alignment Dataset for Vision Language Model Yongting Zhang Lu Chen Guodong Zheng Yifeng Gao Rui Zheng ... Yu Qiao Xuanjing Huang Feng Zhao Tao Gui Jing Shao VLM 107 29 0 17 Jun 2024
MFC-Bench: Benchmarking Multimodal Fact-Checking with Large Vision-Language Models Shengkang Wang Hongzhan Lin Ziyang Luo Zhen Ye Guang Chen Jing Ma 86 3 0 17 Jun 2024