Winoground: Probing Vision and Language Models for Visio-Linguistic Compositionality

7 April 2022

Amanpreet Singh

Douwe Kiela

Papers citing "Winoground: Probing Vision and Language Models for Visio-Linguistic Compositionality"

50 / 79 papers shown

Title
Compositional Image-Text Matching and Retrieval by Grounding Entities Madhukar Reddy Vongala Saurabh Srivastava Jana Kosecka CLIP CoGe VLM 36 0 0 04 May 2025
Benchmarking Feature Upsampling Methods for Vision Foundation Models using Interactive Segmentation Volodymyr Havrylov Haiwen Huang Dan Zhang Andreas Geiger 119 0 0 04 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
Classifier-to-Bias: Toward Unsupervised Automatic Bias Detection for Visual Classifiers Quentin Guimard Moreno DÍncà Massimiliano Mancini Elisa Ricci SSL 72 0 0 29 Apr 2025
Towards Understanding Camera Motions in Any Video Zhiqiu Lin Siyuan Cen Daniel Jiang Jay Karhade Hewei Wang ... Rushikesh Zawar Xue Bai Yilun Du Chuang Gan Deva Ramanan VGen 23 0 0 21 Apr 2025
VideoComp: Advancing Fine-Grained Compositional and Temporal Alignment in Video-Text Models Dahun Kim A. Piergiovanni Ganesh Mallya A. Angelova CoGe 38 0 0 04 Apr 2025
Text Speaks Louder than Vision: ASCII Art Reveals Textual Biases in Vision-Language Models Zhaochen Wang Yujun Cai Zi Huang Bryan Hooi Yiwei Wang Ming Yang CoGe VLM 73 0 0 02 Apr 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
Enhancing Vision-Language Compositional Understanding with Multimodal Synthetic Data Haoxin Li Boyang Li CoGe 73 0 0 03 Mar 2025
CLIP Under the Microscope: A Fine-Grained Analysis of Multi-Object Representation Reza Abbasi Ali Nazari Aminreza Sefid Mohammadali Banayeeanzade M. Rohban M. Baghshah VLM 81 1 0 27 Feb 2025
FlexiDiT: Your Diffusion Transformer Can Easily Generate High-Quality Samples with Less Compute Sotiris Anagnostidis Gregor Bachmann Yeongmin Kim Jonas Kohler Markos Georgopoulos A. Sanakoyeu Yuming Du Albert Pumarola Ali K. Thabet Edgar Schönfeld 89 0 0 27 Feb 2025
Towards Top-Down Reasoning: An Explainable Multi-Agent Approach for Visual Question Answering Zeqing Wang Wentao Wan Qiqing Lao Runmeng Chen Minjie Lang Keze Wang Liang Lin Liang Lin LRM 103 3 0 17 Feb 2025
MASS: Overcoming Language Bias in Image-Text Matching Jiwan Chung Seungwon Lim Sangkyu Lee Youngjae Yu VLM 30 0 0 20 Jan 2025
Defeasible Visual Entailment: Benchmark, Evaluator, and Reward-Driven Optimization Yue Zhang Liqiang Jing Vibhav Gogate 116 2 0 19 Dec 2024
COSMOS: Cross-Modality Self-Distillation for Vision Language Pre-training Sanghwan Kim Rui Xiao Mariana-Iuliana Georgescu Stephan Alaniz Zeynep Akata VLM 74 1 0 02 Dec 2024
Sparse Attention Vectors: Generative Multimodal Model Features Are Discriminative Vision-Language Classifiers Chancharik Mitra Brandon Huang Tianning Chai Zhiqiu Lin Assaf Arbelle Rogerio Feris Leonid Karlinsky Trevor Darrell Deva Ramanan Roei Herzig VLM 123 4 0 28 Nov 2024
AnyEdit: Mastering Unified High-Quality Image Editing for Any Idea Qifan Yu Wei Chow Zhongqi Yue Kaihang Pan Yang Wu Xiaoyang Wan Juncheng Billy Li Siliang Tang H. Zhang Yueting Zhuang DiffM 103 15 0 24 Nov 2024
Phase Diagram of Vision Large Language Models Inference: A Perspective from Interaction across Image and Instruction Houjing Wei Hakaze Cho Yuting Shi MLLM 33 0 0 01 Nov 2024
Attention Overlap Is Responsible for The Entity Missing Problem in Text-to-image Diffusion Models! Arash Marioriyad Mohammadali Banayeeanzade Reza Abbasi M. Rohban M. Baghshah DiffM 72 3 0 28 Oct 2024
Progressive Compositionality in Text-to-Image Generative Models Xu Han Linghao Jin Xiaofeng Liu Paul Pu Liang CoGe 103 2 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 69 21 0 18 Oct 2024
Sensitivity of Generative VLMs to Semantically and Lexically Altered Prompts Sri Harsha Dumpala Aman Jaiswal Chandramouli Shama Sastry E. Milios Sageev Oore Hassan Sajjad VLM 23 2 0 16 Oct 2024
Locality Alignment Improves Vision-Language Models Ian Covert Tony Sun James Y. Zou Tatsunori Hashimoto VLM 67 3 0 14 Oct 2024
Evaluating Semantic Variation in Text-to-Image Synthesis: A Causal Perspective Xiangru Zhu Penglei Sun Yaoxian Song Yanghua Xiao Zhixu Li Chengyu Wang Jun Huang Bei Yang Xiaoxiao Xu EGVM 170 1 0 14 Oct 2024
TLDR: Token-Level Detective Reward Model for Large Vision Language Models Deqing Fu Tong Xiao Rui Wang Wang Zhu Pengchuan Zhang Guan Pang Robin Jia Lawrence Chen 60 5 0 07 Oct 2024
AuroraCap: Efficient, Performant Video Detailed Captioning and a New Benchmark Wenhao Chai Enxin Song Y. Du Chenlin Meng Vashisht Madhavan Omer Bar-Tal Jeng-Neng Hwang Saining Xie Christopher D. Manning 3DV 82 25 0 04 Oct 2024
FineCops-Ref: A new Dataset and Task for Fine-Grained Compositional Referring Expression Comprehension Junzhuo Liu X. Yang Weiwei Li Peng Wang ObjD 56 3 0 23 Sep 2024
JourneyBench: A Challenging One-Stop Vision-Language Understanding Benchmark of Generated Images Zhecan Wang Junzhang Liu Chia-Wei Tang Hani Alomari Anushka Sivakumar ... Haoxuan You A. Ishmam Kai-Wei Chang Shih-Fu Chang Chris Thomas CoGe VLM 61 2 0 19 Sep 2024
Measuring Sound Symbolism in Audio-visual Models Wei-Cheng Tseng Yi-Jen Shih David Harwath Raymond Mooney 32 0 0 18 Sep 2024
ComAlign: Compositional Alignment in Vision-Language Models Ali Abdollah Amirmohammad Izadi Armin Saghafian Reza Vahidimajd Mohammad Mozafari Amirreza Mirzaei Mohammadmahdi Samiei M. Baghshah CoGe VLM 30 0 0 12 Sep 2024
NTSEBENCH: Cognitive Reasoning Benchmark for Vision Language Models Pranshu Pandya Agney S Talwarr Vatsal Gupta Tushar Kataria Dan Roth Vivek Gupta LRM 61 2 0 15 Jul 2024
Don't Buy it! Reassessing the Ad Understanding Abilities of Contrastive Multimodal Models A. Bavaresco A. Testoni Raquel Fernández 31 2 0 31 May 2024
Cracking the Code of Juxtaposition: Can AI Models Understand the Humorous Contradictions Zhe Hu Tuo Liang Jing Li Yiren Lu Yunlai Zhou Yiran Qiao Jing Ma Yu Yin 46 4 0 29 May 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
Understanding the Effect of using Semantically Meaningful Tokens for Visual Representation Learning N. Kalibhat Priyatham Kattakinda Arman Zarei Nikita Seleznev Sam Sharpe Senthil Kumar S. Feizi ViT 34 0 0 26 May 2024
Picturing Ambiguity: A Visual Twist on the Winograd Schema Challenge Brendan Park Madeline Janecek Naser Ezzati-Jivan Yifeng Li Ali Emami 37 0 0 25 May 2024
Do Vision & Language Decoders use Images and Text equally? How Self-consistent are their Explanations? Letitia Parcalabescu Anette Frank MLLM CoGe VLM 82 3 0 29 Apr 2024
Pre-trained Vision-Language Models Learn Discoverable Visual Concepts Yuan Zang Tian Yun Hao Tan Trung Bui Chen Sun VLM CoGe 50 9 0 19 Apr 2024
YaART: Yet Another ART Rendering Technology Sergey Kastryulin Artem Konev Alexander Shishenya Eugene Lyapustin Artem Khurshudov ... Dmitrii Kornilov Mikhail Romanov Artem Babenko Sergei Ovcharenko Valentin Khrulkov EGVM 35 1 0 08 Apr 2024
Self-Training Large Language Models for Improved Visual Program Synthesis With Visual Reinforcement Zaid Khan B. Vijaykumar S. Schulter Yun Fu Manmohan Chandraker LRM ReLM 26 6 0 06 Apr 2024
Automated Black-box Prompt Engineering for Personalized Text-to-Image Generation Yutong He Alexander Robey Naoki Murata Yiding Jiang J. Williams George Pappas Hamed Hassani Yuki Mitsufuji Ruslan Salakhutdinov J. Zico Kolter DiffM 94 4 0 28 Mar 2024
Open3DSG: Open-Vocabulary 3D Scene Graphs from Point Clouds with Queryable Objects and Open-Set Relationships Sebastian Koch Narunas Vaskevicius Mirco Colosi Pedro Hermosilla Timo Ropinski 3DPC 28 25 0 19 Feb 2024
3VL: Using Trees to Improve Vision-Language Models' Interpretability Nir Yellinek Leonid Karlinsky Raja Giryes CoGe VLM 49 4 0 28 Dec 2023
GlitchBench: Can large multimodal models detect video game glitches? Mohammad Reza Taesiri Tianjun Feng Anh Nguyen C. Bezemer MLLM VLM LRM 30 9 0 08 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 28 17 0 30 Nov 2023
What's left can't be right -- The remaining positional incompetence of contrastive vision-language models Nils Hoehing Ellen Rushe Anthony Ventresque VLM 15 2 0 20 Nov 2023
CompA: Addressing the Gap in Compositional Reasoning in Audio-Language Models Sreyan Ghosh Ashish Seth Sonal Kumar Utkarsh Tyagi Chandra Kiran Reddy Evuru S. Ramaneswaran S. Sakshi Oriol Nieto R. Duraiswami Dinesh Manocha AuLLM VLM CoGe 35 21 0 12 Oct 2023
Beyond Task Performance: Evaluating and Reducing the Flaws of Large Multimodal Models with In-Context Learning Mustafa Shukor Alexandre Ramé Corentin Dancette Matthieu Cord LRM MLLM 38 20 0 01 Oct 2023
STUPD: A Synthetic Dataset for Spatial and Temporal Relation Reasoning Palaash Agrawal Haidi Azaman Cheston Tan 41 3 0 13 Sep 2023
Towards Vision-Language Mechanistic Interpretability: A Causal Tracing Tool for BLIP Vedant Palit Rohan Pandey Aryaman Arora Paul Pu Liang 28 20 0 27 Aug 2023