Super-CLEVR: A Virtual Benchmark to Diagnose Domain Robustness in Visual Reasoning

1 December 2022

Elias Stengel-Eskin

Max Planck Institute for Informatics

OOD

LRM

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Papers citing "Super-CLEVR: A Virtual Benchmark to Diagnose Domain Robustness in Visual Reasoning"

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Title
Capybara-OMNI: An Efficient Paradigm for Building Omni-Modal Language Models Xingguang Ji Jiakang Wang Hongzhi Zhang Jingyuan Zhang Haonan Zhou Chenxi Sun Y. Liu Qi Wang Fuzheng Zhang MLLM VLM 58 0 0 10 Apr 2025
Data Metabolism: An Efficient Data Design Schema For Vision Language Model Jingyuan Zhang Hongzhi Zhang Zhou Haonan Chenxi Sun Xingguang Ji Jiakang Wang Fanheng Kong Y. Liu Qi Wang Fuzheng Zhang VLM 53 1 0 10 Apr 2025
Breaking Language Barriers in Visual Language Models via Multilingual Textual Regularization Iñigo Pikabea Iñaki Lacunza Oriol Pareras Carlos Escolano Aitor Gonzalez-Agirre Javier Hernando Marta Villegas VLM 49 0 0 28 Mar 2025
Skip-Vision: Efficient and Scalable Acceleration of Vision-Language Models via Adaptive Token Skipping Weili Zeng Ziyuan Huang Kaixiang Ji Yichao Yan VLM 42 1 0 26 Mar 2025
Reason-RFT: Reinforcement Fine-Tuning for Visual Reasoning Huajie Tan Yuheng Ji Xiaoshuai Hao Minglan Lin Pengwei Wang Zhongyuan Wang Shanghang Zhang ReLM OffRL LRM 90 0 0 26 Mar 2025
LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning? Kexian Tang Junyao Gao Yanhong Zeng Haodong Duan Yanan Sun Zhening Xing Wenran Liu Kaifeng Lyu Kai-xiang Chen ELM LRM 56 1 0 25 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 51 1 0 24 Mar 2025
Federated Continual Instruction Tuning Haiyang Guo Fanhu Zeng Fei Zhu Wenzhuo Liu Da-Han Wang Jian Xu Xu-Yao Zhang Cheng-Lin Liu CLL FedML 63 1 0 17 Mar 2025
LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL Yingzhe Peng Gongrui Zhang Miaosen Zhang Zhiyuan You Jie Liu Qipeng Zhu Kai Yang Xingzhong Xu Xin Geng Xu Yang LRM ReLM 86 29 0 10 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 55 35 0 09 Mar 2025
PP-DocBee: Improving Multimodal Document Understanding Through a Bag of Tricks Feng Ni Kui Huang Yao Lu Wenyu Lv Guanzhong Wang Zeyu Chen Y. Liu VLM 42 0 0 06 Mar 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 74 3 0 26 Feb 2025
Baichuan-Omni-1.5 Technical Report Yadong Li J. Liu Tao Zhang Tao Zhang S. Chen ... Jianhua Xu Haoze Sun Mingan Lin Zenan Zhou Weipeng Chen AuLLM 67 10 0 28 Jan 2025
InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model Yuhang Zang Xiaoyi Dong Pan Zhang Yuhang Cao Ziyu Liu ... Haodong Duan W. Zhang Kai Chen D. Lin Jiaqi Wang VLM 68 17 0 21 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 102 1 0 20 Dec 2024
Chimera: Improving Generalist Model with Domain-Specific Experts Tianshuo Peng M. Li Hongbin Zhou Renqiu Xia Renrui Zhang ... Aojun Zhou Botian Shi Tao Chen Bo Zhang Xiangyu Yue 84 4 0 08 Dec 2024
Mini-InternVL: A Flexible-Transfer Pocket Multimodal Model with 5% Parameters and 90% Performance Zhangwei Gao Zhe Chen Erfei Cui Yiming Ren Weiyun Wang ... Lewei Lu Tong Lu Yu Qiao Jifeng Dai Wenhai Wang VLM 62 22 0 21 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 57 25 0 10 Oct 2024
Polymath: A Challenging Multi-modal Mathematical Reasoning Benchmark Himanshu Gupta Shreyas Verma Ujjwala Anantheswaran Kevin Scaria Mihir Parmar Swaroop Mishra Chitta Baral ReLM LRM 24 4 0 06 Oct 2024
NVLM: Open Frontier-Class Multimodal LLMs Wenliang Dai Nayeon Lee Boxin Wang Zhuoling Yang Zihan Liu Jon Barker Tuomas Rintamaki M. Shoeybi Bryan Catanzaro Wei Ping MLLM VLM LRM 40 50 0 17 Sep 2024
POINTS: Improving Your Vision-language Model with Affordable Strategies Yuan Liu Zhongyin Zhao Ziyuan Zhuang Le Tian Xiao Zhou Jie Zhou VLM 35 5 0 07 Sep 2024
COLUMBUS: Evaluating COgnitive Lateral Understanding through Multiple-choice reBUSes Koen Kraaijveld Yifan Jiang Kaixin Ma Filip Ilievski LRM 19 1 0 06 Sep 2024
LLaVA-OneVision: Easy Visual Task Transfer Bo Li Yuanhan Zhang Dong Guo Renrui Zhang Feng Li Hao Zhang Kaichen Zhang Yanwei Li Ziwei Liu Chunyuan Li MLLM SyDa VLM 51 538 0 06 Aug 2024
REVISION: Rendering Tools Enable Spatial Fidelity in Vision-Language Models Agneet Chatterjee Yiran Luo Tejas Gokhale Yezhou Yang Chitta Baral LRM 22 5 0 05 Aug 2024
MMInstruct: A High-Quality Multi-Modal Instruction Tuning Dataset with Extensive Diversity Yangzhou Liu Yue Cao Zhangwei Gao Weiyun Wang Zhe Chen ... Lewei Lu Xizhou Zhu Tong Lu Yu Qiao Jifeng Dai VLM MLLM 42 22 0 22 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 43 98 0 03 Jul 2024
MMRo: Are Multimodal LLMs Eligible as the Brain for In-Home Robotics? Jinming Li Yichen Zhu Zhiyuan Xu Jindong Gu Minjie Zhu Xin Liu Ning Liu Yaxin Peng Feifei Feng Jian Tang LRM LM&Ro 26 6 0 28 Jun 2024
Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models Wenhao Shi Zhiqiang Hu Yi Bin Junhua Liu Yang Yang See-Kiong Ng Lidong Bing Roy Ka-Wei Lee SyDa MLLM LRM 27 39 0 25 Jun 2024
ImageNet3D: Towards General-Purpose Object-Level 3D Understanding Wufei Ma Guanning Zeng Guofeng Zhang Qihao Liu Letian Zhang Adam Kortylewski Yaoyao Liu Alan Yuille VLM 3DV 31 7 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 43 19 0 12 Jun 2024
Compositional 4D Dynamic Scenes Understanding with Physics Priors for Video Question Answering Xingrui Wang Wufei Ma Angtian Wang Shuo Chen Adam Kortylewski Alan L. Yuille 29 3 0 02 Jun 2024
Grounding Stylistic Domain Generalization with Quantitative Domain Shift Measures and Synthetic Scene Images Yiran Luo Joshua Forster Feinglass Tejas Gokhale Kuan-Cheng Lee Chitta Baral Yezhou Yang 24 0 0 24 May 2024
Exploring the Impact of Synthetic Data for Aerial-view Human Detection Hyungtae Lee Yan Zhang Yingzhe Shen Heesung Kwon Shuvra S. Bhattacharyya 27 1 0 24 May 2024
Rethinking Overlooked Aspects in Vision-Language Models Yuan Liu Le Tian Xiao Zhou Jie Zhou VLM 30 2 0 20 May 2024
Learning to Compose: Improving Object Centric Learning by Injecting Compositionality Whie Jung Jaehoon Yoo Sungjin Ahn Seunghoon Hong OCL CoGe 24 4 0 01 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 49 513 0 25 Apr 2024
Re-Thinking Inverse Graphics With Large Language Models Peter Kulits Haiwen Feng Weiyang Liu Victoria Fernandez-Abrevaya Michael J. Black AI4CE 21 7 0 23 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 31 107 0 09 Apr 2024
Synthesize Step-by-Step: Tools, Templates and LLMs as Data Generators for Reasoning-Based Chart VQA Zhuowan Li Bhavan A. Jasani Peng Tang Shabnam Ghadar LRM 14 8 0 25 Mar 2024
No Representation Rules Them All in Category Discovery S. Vaze Andrea Vedaldi Andrew Zisserman OOD 21 31 0 28 Nov 2023
From Image to Language: A Critical Analysis of Visual Question Answering (VQA) Approaches, Challenges, and Opportunities Md Farhan Ishmam Md Sakib Hossain Shovon M. F. Mridha Nilanjan Dey 35 35 0 01 Nov 2023
3D-Aware Visual Question Answering about Parts, Poses and Occlusions Xingrui Wang Wufei Ma Zhuowan Li Adam Kortylewski Alan L. Yuille CoGe 13 12 0 27 Oct 2023
MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts Pan Lu Hritik Bansal Tony Xia Jiacheng Liu Chun-yue Li Hannaneh Hajishirzi Hao Cheng Kai-Wei Chang Michel Galley Jianfeng Gao LRM MLLM 25 492 0 03 Oct 2023
VinVL: Revisiting Visual Representations in Vision-Language Models Pengchuan Zhang Xiujun Li Xiaowei Hu Jianwei Yang Lei Zhang Lijuan Wang Yejin Choi Jianfeng Gao ObjD VLM 252 157 0 02 Jan 2021
Counterfactual Samples Synthesizing for Robust Visual Question Answering Long Chen Xin Yan Jun Xiao Hanwang Zhang Shiliang Pu Yueting Zhuang OOD AAML 132 287 0 14 Mar 2020
Range Loss for Deep Face Recognition with Long-tail Xiao Zhang Zhiyuan Fang Yandong Wen Zhifeng Li Yu Qiao CVBM 229 443 0 28 Nov 2016
Multimodal Compact Bilinear Pooling for Visual Question Answering and Visual Grounding Akira Fukui Dong Huk Park Daylen Yang Anna Rohrbach Trevor Darrell Marcus Rohrbach 144 1,458 0 06 Jun 2016