Visual Spatial Reasoning

30 April 2022

Fangyu Liu

Guy Edward Toh Emerson

Nigel Collier

ReLM

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Papers citing "Visual Spatial Reasoning"

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Title
MoME: Mixture of Multimodal Experts for Generalist Multimodal Large Language Models Leyang Shen Gongwei Chen Rui Shao Weili Guan Liqiang Nie MoE 42 6 0 17 Jul 2024
HiRes-LLaVA: Restoring Fragmentation Input in High-Resolution Large Vision-Language Models Runhui Huang Xinpeng Ding Chunwei Wang J. N. Han Yulong Liu Hengshuang Zhao Hang Xu Lu Hou Wei Zhang Xiaodan Liang VLM 28 8 0 11 Jul 2024
A Single Transformer for Scalable Vision-Language Modeling Yangyi Chen Xingyao Wang Hao Peng Heng Ji LRM 42 14 0 08 Jul 2024
OmChat: A Recipe to Train Multimodal Language Models with Strong Long Context and Video Understanding Tiancheng Zhao Qianqian Zhang Kyusong Lee Peng Liu Lu Zhang Chunxin Fang Jiajia Liao Kelei Jiang Yibo Ma Ruochen Xu MLLM VLM 54 5 0 06 Jul 2024
InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output Pan Zhang Xiaoyi Dong Yuhang Zang Yuhang Cao Rui Qian ... Kai Chen Jifeng Dai Yu Qiao Dahua Lin Jiaqi Wang 45 100 0 03 Jul 2024
Beyond the Doors of Perception: Vision Transformers Represent Relations Between Objects Michael A. Lepori Alexa R. Tartaglini Wai Keen Vong Thomas Serre Brenden Lake Ellie Pavlick 39 2 0 22 Jun 2024
MR-MLLM: Mutual Reinforcement of Multimodal Comprehension and Vision Perception Guanqun Wang Xinyu Wei Jiaming Liu Ray Zhang Yichi Zhang Kevin Zhang Maurice Chong Shanghang Zhang VLM LRM 46 0 0 22 Jun 2024
Prism: A Framework for Decoupling and Assessing the Capabilities of VLMs Yuxuan Qiao Haodong Duan Xinyu Fang Junming Yang Lin Chen Songyang Zhang Jiaqi Wang Dahua Lin Kai Chen LRM 45 18 0 20 Jun 2024
GSR-BENCH: A Benchmark for Grounded Spatial Reasoning Evaluation via Multimodal LLMs Navid Rajabi Jana Kosecka 38 12 0 19 Jun 2024
SUGARCREPE++ Dataset: Vision-Language Model Sensitivity to Semantic and Lexical Alterations Sri Harsha Dumpala Aman Jaiswal Chandramouli Shama Sastry E. Milios Sageev Oore Hassan Sajjad CoGe 40 9 0 17 Jun 2024
SkySenseGPT: A Fine-Grained Instruction Tuning Dataset and Model for Remote Sensing Vision-Language Understanding Junwei Luo Zhen Pang Yongjun Zhang Tingzhu Wang Linlin Wang ... Jiangwei Lao Jian Wang Jingdong Chen Yihua Tan Yansheng Li 48 21 0 14 Jun 2024
MuirBench: A Comprehensive Benchmark for Robust Multi-image Understanding Fei Wang Xingyu Fu James Y. Huang Zekun Li Qin Liu ... Kai-Wei Chang Dan Roth Sheng Zhang Hoifung Poon Muhao Chen VLM 50 47 0 13 Jun 2024
OmniCorpus: A Unified Multimodal Corpus of 10 Billion-Level Images Interleaved with Text Qingyun Li Zhe Chen Weiyun Wang Wenhai Wang Shenglong Ye ... Dahua Lin Yu Qiao Botian Shi Conghui He Jifeng Dai VLM OffRL 56 20 0 12 Jun 2024
MLLMGuard: A Multi-dimensional Safety Evaluation Suite for Multimodal Large Language Models Tianle Gu Zeyang Zhou Kexin Huang Dandan Liang Yixu Wang ... Keqing Wang Yujiu Yang Yan Teng Yu Qiao Yingchun Wang ELM 47 13 0 11 Jun 2024
Towards Semantic Equivalence of Tokenization in Multimodal LLM Shengqiong Wu Hao Fei Xiangtai Li Jiayi Ji Hanwang Zhang Tat-Seng Chua Shuicheng Yan MLLM 63 32 0 07 Jun 2024
VoCoT: Unleashing Visually Grounded Multi-Step Reasoning in Large Multi-Modal Models Zejun Li Ruipu Luo Jiwen Zhang Minghui Qiu Zhongyu Wei Zhongyu Wei LRM MLLM 62 7 0 27 May 2024
Rethinking Overlooked Aspects in Vision-Language Models Yuan Liu Le Tian Xiao Zhou Jie Zhou VLM 32 2 0 20 May 2024
What matters when building vision-language models? Hugo Laurençon Léo Tronchon Matthieu Cord Victor Sanh VLM 43 156 0 03 May 2024
Auto-Encoding Morph-Tokens for Multimodal LLM Kaihang Pan Siliang Tang Juncheng Li Zhaoyu Fan Wei Chow Shuicheng Yan Tat-Seng Chua Yueting Zhuang Hanwang Zhang MLLM 35 17 0 03 May 2024
How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites Zhe Chen Weiyun Wang Hao Tian Shenglong Ye Zhangwei Gao ... Tong Lu Dahua Lin Yu Qiao Jifeng Dai Wenhai Wang MLLM VLM 49 533 0 25 Apr 2024
VISLA Benchmark: Evaluating Embedding Sensitivity to Semantic and Lexical Alterations Sri Harsha Dumpala Aman Jaiswal Chandramouli Shama Sastry E. Milios Sageev Oore Hassan Sajjad VLM CoGe 45 0 0 25 Apr 2024
BLINK: Multimodal Large Language Models Can See but Not Perceive Xingyu Fu Yushi Hu Bangzheng Li Yu Feng Haoyu Wang Xudong Lin Dan Roth Noah A. Smith Wei-Chiu Ma Ranjay Krishna VLM LRM MLLM 43 110 0 18 Apr 2024
Fact :Teaching MLLMs with Faithful, Concise and Transferable Rationales Minghe Gao Shuang Chen Liang Pang Yuan Yao Jisheng Dang Wenqiao Zhang Juncheng Li Siliang Tang Yueting Zhuang Tat-Seng Chua LRM 37 5 0 17 Apr 2024
InternLM-XComposer2-4KHD: A Pioneering Large Vision-Language Model Handling Resolutions from 336 Pixels to 4K HD Xiao-wen Dong Pan Zhang Yuhang Zang Yuhang Cao Bin Wang ... Xingcheng Zhang Jifeng Dai Yuxin Qiao Dahua Lin Jiaqi Wang VLM MLLM 41 114 0 09 Apr 2024
Learning by Correction: Efficient Tuning Task for Zero-Shot Generative Vision-Language Reasoning Rongjie Li Yu Wu Xuming He MLLM LRM VLM 30 2 0 01 Apr 2024
Visual CoT: Advancing Multi-Modal Language Models with a Comprehensive Dataset and Benchmark for Chain-of-Thought Reasoning Hao Shao Shengju Qian Han Xiao Guanglu Song Zhuofan Zong Letian Wang Yu Liu Hongsheng Li VGen LRM MLLM 63 37 0 25 Mar 2024
CoNVOI: Context-aware Navigation using Vision Language Models in Outdoor and Indoor Environments A. Sathyamoorthy K. Weerakoon Mohamed Bashir Elnoor Anuj Zore Brian Ichter Fei Xia Jie Tan Wenhao Yu Dinesh Manocha LM&Ro 55 17 0 22 Mar 2024
Grounding Spatial Relations in Text-Only Language Models Gorka Azkune Ander Salaberria Eneko Agirre 42 0 0 20 Mar 2024
SpatialPIN: Enhancing Spatial Reasoning Capabilities of Vision-Language Models through Prompting and Interacting 3D Priors Chenyang Ma Kai Lu Ta-Ying Cheng Niki Trigoni Andrew Markham LRM 40 7 0 18 Mar 2024
The All-Seeing Project V2: Towards General Relation Comprehension of the Open World Weiyun Wang Yiming Ren Hao Luo Tiantong Li Chenxiang Yan ... Qingyun Li Lewei Lu Xizhou Zhu Yu Qiao Jifeng Dai MLLM 52 47 0 29 Feb 2024
Prismatic VLMs: Investigating the Design Space of Visually-Conditioned Language Models Siddharth Karamcheti Suraj Nair Ashwin Balakrishna Percy Liang Thomas Kollar Dorsa Sadigh MLLM VLM 57 98 0 12 Feb 2024
MobileVLM V2: Faster and Stronger Baseline for Vision Language Model Xiangxiang Chu Limeng Qiao Xinyu Zhang Shuang Xu Fei Wei ... Xiaofei Sun Yiming Hu Xinyang Lin Bo-Wen Zhang Chunhua Shen VLM MLLM 33 98 0 06 Feb 2024
Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models Weijiao Zhang Jindong Han Zhao Xu Hang Ni Hao Liu Hui Xiong Hui Xiong AI4CE 77 15 0 30 Jan 2024
SpatialVLM: Endowing Vision-Language Models with Spatial Reasoning Capabilities Boyuan Chen Zhuo Xu Sean Kirmani Brian Ichter Danny Driess Pete Florence Dorsa Sadigh Leonidas J. Guibas Fei Xia LRM ReLM 52 206 0 22 Jan 2024
Advancing Large Multi-modal Models with Explicit Chain-of-Reasoning and Visual Question Generation Kohei Uehara Nabarun Goswami Hanqin Wang Toshiaki Baba Kohtaro Tanaka ... Takagi Naoya Ryo Umagami Yingyi Wen Tanachai Anakewat Tatsuya Harada LRM 28 2 0 18 Jan 2024
COCO is "ALL'' You Need for Visual Instruction Fine-tuning Xiaotian Han Yiqi Wang Bohan Zhai Quanzeng You Hongxia Yang VLM MLLM 33 2 0 17 Jan 2024
3VL: Using Trees to Improve Vision-Language Models' Interpretability Nir Yellinek Leonid Karlinsky Raja Giryes CoGe VLM 49 4 0 28 Dec 2023
Unified-IO 2: Scaling Autoregressive Multimodal Models with Vision, Language, Audio, and Action Jiasen Lu Christopher Clark Sangho Lee Zichen Zhang Savya Khosla Ryan Marten Derek Hoiem Aniruddha Kembhavi VLM MLLM 37 144 0 28 Dec 2023
Mixture of Cluster-conditional LoRA Experts for Vision-language Instruction Tuning Yunhao Gou Zhili Liu Kai Chen Lanqing Hong Hang Xu Aoxue Li Dit-Yan Yeung James T. Kwok Yu Zhang MoE MLLM VLM 34 62 0 19 Dec 2023
Honeybee: Locality-enhanced Projector for Multimodal LLM Junbum Cha Wooyoung Kang Jonghwan Mun Byungseok Roh MLLM 29 112 0 11 Dec 2023
Causal-CoG: A Causal-Effect Look at Context Generation for Boosting Multi-modal Language Models Shitian Zhao Zhuowan Li Yadong Lu Alan L. Yuille Yan Wang LRM 60 5 0 09 Dec 2023
TokenCompose: Text-to-Image Diffusion with Token-level Supervision Zirui Wang Zhizhou Sha Zheng Ding Yilin Wang Zhuowen Tu DiffM 27 20 0 06 Dec 2023
Recursive Visual Programming Jiaxin Ge Sanjay Subramanian Baifeng Shi Roei Herzig Trevor Darrell 29 4 0 04 Dec 2023
Synthesize, Diagnose, and Optimize: Towards Fine-Grained Vision-Language Understanding Wujian Peng Sicheng Xie Zuyao You Shiyi Lan Zuxuan Wu VLM CoGe MLLM 30 18 0 30 Nov 2023
LION : Empowering Multimodal Large Language Model with Dual-Level Visual Knowledge Gongwei Chen Leyang Shen Rui Shao Xiang Deng Liqiang Nie VLM MLLM 67 42 0 20 Nov 2023
Labeling Indoor Scenes with Fusion of Out-of-the-Box Perception Models Yimeng Li Navid Rajabi Sulabh Shrestha Md. Alimoor Reza Jana Kosecka 18 3 0 17 Nov 2023
SPHINX: The Joint Mixing of Weights, Tasks, and Visual Embeddings for Multi-modal Large Language Models Ziyi Lin Chris Liu Renrui Zhang Peng Gao Longtian Qiu ... Siyuan Huang Yichi Zhang Xuming He Hongsheng Li Yu Qiao MLLM VLM 33 210 0 13 Nov 2023
Large Language Models are Visual Reasoning Coordinators Liangyu Chen Bo Li Sheng Shen Jingkang Yang Chunyuan Li Kurt Keutzer Trevor Darrell Ziwei Liu VLM LRM 41 48 0 23 Oct 2023
MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning Jun Chen Deyao Zhu Xiaoqian Shen Xiang Li Zechun Liu Pengchuan Zhang Raghuraman Krishnamoorthi Vikas Chandra Yunyang Xiong Mohamed Elhoseiny MLLM 160 441 0 14 Oct 2023
On the Performance of Multimodal Language Models Utsav Garg Erhan Bas MLLM 16 0 0 04 Oct 2023