Title
Flash-VL 2B: Optimizing Vision-Language Model Performance for Ultra-Low Latency and High Throughput Bo Zhang Shuo Li Runhe Tian Yang Yang Jixin Tang Jinhao Zhou Lin Ma VLM 31 0 0 14 May 2025
Ming-Lite-Uni: Advancements in Unified Architecture for Natural Multimodal Interaction Biao Gong Cheng Zou Dandan Zheng Hu Yu Jingdong Chen ... Qingpei Guo Rui Liu Weilong Chai Xinyu Xiao Ziyuan Huang MLLM 79 1 0 05 May 2025
GDI-Bench: A Benchmark for General Document Intelligence with Vision and Reasoning Decoupling Siqi Li Yufan Shen Xiangnan Chen Jiayi Chen Hengwei Ju ... Licheng Wen Botian Shi Y. Liu Xinyu Cai Yu Qiao VLM ELM 91 0 0 30 Apr 2025
Toward Generalizable Evaluation in the LLM Era: A Survey Beyond Benchmarks Yixin Cao Shibo Hong Xuzhao Li Jiahao Ying Yubo Ma ... Juanzi Li Aixin Sun Xuanjing Huang Tat-Seng Chua Tianwei Zhang ALM ELM 86 2 0 26 Apr 2025
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models Jinguo Zhu Weiyun Wang Zhe Chen Z. Liu Shenglong Ye ... Dahua Lin Yu Qiao Jifeng Dai Wenhai Wang Wei Wang MLLM VLM 70 15 1 14 Apr 2025
Zero-shot Benchmarking: A Framework for Flexible and Scalable Automatic Evaluation of Language Models José P. Pombal Nuno M. Guerreiro Ricardo Rei André F. T. Martins ALM 75 0 0 01 Apr 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 95 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 54 0 0 25 Mar 2025
Aligning Multimodal LLM with Human Preference: A Survey Tao Yu Yuyao Zhang Chaoyou Fu Junkang Wu Jinda Lu ... Qingsong Wen Z. Zhang Yan Huang Liang Wang Tieniu Tan 185 2 0 18 Mar 2025
Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey Yansen Wang Shengqiong Wu Yuyao Zhang William Yang Wang Ziwei Liu Jiebo Luo Hao Fei LRM 92 9 0 16 Mar 2025
Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models Wenxuan Huang Bohan Jia Zijie Zhai Shaosheng Cao Zheyu Ye Fei Zhao Zhe Xu Yao Hu Shaohui Lin MU OffRL LRM MLLM ReLM VLM 59 45 0 09 Mar 2025
Nexus-O: An Omni-Perceptive And -Interactive Model for Language, Audio, And Vision Che Liu Yingji Zhang D. Zhang Weijie Zhang Chenggong Gong ... André Freitas Qifan Wang Z. Xu Rongjuncheng Zhang Yong Dai AuLLM 76 0 0 26 Feb 2025
M2-omni: Advancing Omni-MLLM for Comprehensive Modality Support with Competitive Performance Qingpei Guo Kaiyou Song Zipeng Feng Ziping Ma Qinglong Zhang ... Yunxiao Sun Tai-WeiChang Jingdong Chen Ming Yang Jun Zhou MLLM VLM 90 3 0 26 Feb 2025
Baichuan-Omni-1.5 Technical Report Yadong Li Jiaheng Liu Tao Zhang Tao Zhang Tian Jin ... Jianhua Xu Haoze Sun Mingan Lin Zenan Zhou Xin Wu AuLLM 72 12 0 28 Jan 2025
ViDDAR: Vision Language Model-Based Task-Detrimental Content Detection for Augmented Reality Yanming Xiu T. Scargill M. Gorlatova 70 2 0 22 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 132 3 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 104 2 0 20 Dec 2024
VISCO: Benchmarking Fine-Grained Critique and Correction Towards Self-Improvement in Visual Reasoning Xueqing Wu Yuheng Ding Bingxuan Li Pan Lu Da Yin Kai-Wei Chang Nanyun Peng LRM 105 3 0 03 Dec 2024
Progress-Aware Video Frame Captioning Zihui Xue Joungbin An Xitong Yang Kristen Grauman 100 1 0 03 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 109 7 0 27 Nov 2024
BALROG: Benchmarking Agentic LLM and VLM Reasoning On Games Davide Paglieri Bartłomiej Cupiał Samuel Coward Ulyana Piterbarg Maciej Wolczyk ... Lerrel Pinto Rob Fergus Jakob Foerster Jack Parker-Holder Tim Rocktaschel LLMAG LRM 116 10 0 20 Nov 2024
Do Vision-Language Models Represent Space and How? Evaluating Spatial Frame of Reference Under Ambiguities Zheyuan Zhang Fengyuan Hu Jayjun Lee Freda Shi Parisa Kordjamshidi Joyce Chai Ziqiao Ma 59 11 0 22 Oct 2024
LabSafety Bench: Benchmarking LLMs on Safety Issues in Scientific Labs Yujun Zhou Jingdong Yang Kehan Guo Pin-Yu Chen Tian Gao ... Tian Gao Werner Geyer Nuno Moniz Nitesh V Chawla Xiangliang Zhang 43 5 0 18 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 65 25 0 10 Oct 2024
Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in Multimodal Large Language Models Xin Zou Yizhou Wang Yibo Yan Yuanhuiyi Lyu Kening Zheng ... Junkai Chen Peijie Jiang Jiaheng Liu Chang Tang Xuming Hu 89 7 0 04 Oct 2024
EventHallusion: Diagnosing Event Hallucinations in Video LLMs Jiacheng Zhang Yang Jiao Shaoxiang Chen Jingjing Chen Zhiyu Tan Hao Li Jingjing Chen MLLM 61 18 0 25 Sep 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 79 13 0 16 Aug 2024
CROME: Cross-Modal Adapters for Efficient Multimodal LLM Sayna Ebrahimi Sercan Ö. Arik Tejas Nama Tomas Pfister 44 1 0 13 Aug 2024
Self-Introspective Decoding: Alleviating Hallucinations for Large Vision-Language Models Fushuo Huo Wenchao Xu Zhong Zhang Yining Qi Zhicheng Chen Peilin Zhao VLM MLLM 66 19 0 04 Aug 2024
Reflective Instruction Tuning: Mitigating Hallucinations in Large Vision-Language Models Jinrui Zhang Teng Wang Haigang Zhang Ping Lu Feng Zheng MLLM LRM VLM 34 3 0 16 Jul 2024
Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models Hengyi Wang Haizhou Shi Shiwei Tan Weiyi Qin Wenyuan Wang Tunyu Zhang A. Nambi T. Ganu Hao Wang 71 15 0 17 Jun 2024
DiffuSyn Bench: Evaluating Vision-Language Models on Real-World Complexities with Diffusion-Generated Synthetic Benchmarks Haokun Zhou Yipeng Hong VLM EGVM 31 1 0 06 Jun 2024
ChartReformer: Natural Language-Driven Chart Image Editing Pengyu Yan Mahesh Bhosale Jay Lal Bikhyat Adhikari David Doermann 26 7 0 01 Mar 2024
mPLUG-Owl2: Revolutionizing Multi-modal Large Language Model with Modality Collaboration Qinghao Ye Haiyang Xu Jiabo Ye Mingshi Yan Anwen Hu Haowei Liu Qi Qian Ji Zhang Fei Huang Jingren Zhou MLLM VLM 126 379 0 07 Nov 2023
Large Language Models Can Be Good Privacy Protection Learners Yijia Xiao Yiqiao Jin Yushi Bai Yue Wu Xianjun Yang ... Xujiang Zhao Yanchi Liu Haifeng Chen Wei Wang Wei Cheng PILM 105 16 0 03 Oct 2023
Investigating the Catastrophic Forgetting in Multimodal Large Language Models Yuexiang Zhai Shengbang Tong Xiao Li Mu Cai Qing Qu Yong Jae Lee Y. Ma VLM MLLM CLL 77 77 0 19 Sep 2023
Sparkles: Unlocking Chats Across Multiple Images for Multimodal Instruction-Following Models Yupan Huang Zaiqiao Meng Fangyu Liu Yixuan Su Nigel Collier Yutong Lu MLLM 41 22 0 31 Aug 2023
mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality Qinghao Ye Haiyang Xu Guohai Xu Jiabo Ye Ming Yan ... Junfeng Tian Qiang Qi Ji Zhang Feiyan Huang Jingren Zhou VLM MLLM 208 905 0 27 Apr 2023
Instruction Tuning with GPT-4 Baolin Peng Chunyuan Li Pengcheng He Michel Galley Jianfeng Gao SyDa ALM LM&MA 162 585 0 06 Apr 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 287 4,261 0 30 Jan 2023