SugarCrepe: Fixing Hackable Benchmarks for Vision-Language Compositionality

26 June 2023

Papers citing "SugarCrepe: Fixing Hackable Benchmarks for Vision-Language Compositionality"

32 / 32 papers shown

Title
MINERVA: Evaluating Complex Video Reasoning Arsha Nagrani Sachit Menon Ahmet Iscen Shyamal Buch Ramin Mehran ... Yukun Zhu Carl Vondrick Mikhail Sirotenko Cordelia Schmid Tobias Weyand 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
Decoupled Global-Local Alignment for Improving Compositional Understanding Xiaoxing Hu Kaicheng Yang Jianmin Wang Haoran Xu Ziyong Feng Yansen Wang VLM 180 0 0 23 Apr 2025
Spatial Audio Processing with Large Language Model on Wearable Devices Ayushi Mishra Yang Bai Priyadarshan Narayanasamy Nakul Garg Nirupam Roy 30 0 0 11 Apr 2025
Enhancing Vision-Language Compositional Understanding with Multimodal Synthetic Data Haoxin Li Boyang Li CoGe 76 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 91 1 0 27 Feb 2025
Object-centric Binding in Contrastive Language-Image Pretraining Rim Assouel Pietro Astolfi Florian Bordes M. Drozdzal Adriana Romero Soriano OCL VLM CoGe 105 0 0 19 Feb 2025
From No to Know: Taxonomy, Challenges, and Opportunities for Negation Understanding in Multimodal Foundation Models Mayank Vatsa Aparna Bharati S. Mittal Richa Singh 60 0 0 10 Feb 2025
COSMOS: Cross-Modality Self-Distillation for Vision Language Pre-training Sanghwan Kim Rui Xiao Mariana-Iuliana Georgescu Stephan Alaniz Zeynep Akata VLM 96 2 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 137 4 0 28 Nov 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 71 22 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 26 2 0 16 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 263 1 0 14 Oct 2024
FineCops-Ref: A new Dataset and Task for Fine-Grained Compositional Referring Expression Comprehension Junzhuo Liu Xiaohu Yang Weiwei Li Peng Wang ObjD 58 3 0 23 Sep 2024
No Detail Left Behind: Revisiting Self-Retrieval for Fine-Grained Image Captioning Manu Gaur Darshan Singh Makarand Tapaswi 186 1 0 04 Sep 2024
Graph-Based Captioning: Enhancing Visual Descriptions by Interconnecting Region Captions Yu-Guan Hsieh Cheng-Yu Hsieh Shih-Ying Yeh Louis Béthune Hadi Pour Ansari Pavan Kumar Anasosalu Vasu Chun-Liang Li Ranjay Krishna Oncel Tuzel Marco Cuturi 66 4 0 09 Jul 2024
Deciphering the Role of Representation Disentanglement: Investigating Compositional Generalization in CLIP Models Reza Abbasi M. Rohban M. Baghshah CoGe 38 5 0 08 Jul 2024
From Frege to chatGPT: Compositionality in language, cognition, and deep neural networks Jacob Russin Sam Whitman McGrath Danielle J. Williams Lotem Elber-Dorozko AI4CE 83 3 0 24 May 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 48 0 0 25 Apr 2024
SPARO: Selective Attention for Robust and Compositional Transformer Encodings for Vision Ankit Vani Bac Nguyen Samuel Lavoie Ranjay Krishna Aaron Courville 39 1 0 24 Apr 2024
Pre-trained Vision-Language Models Learn Discoverable Visual Concepts Yuan Zang Tian Yun Hao Tan Trung Bui Chen Sun VLM CoGe 63 9 0 19 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 39 6 0 06 Apr 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 36 27 0 19 Feb 2024
Misalign, Contrast then Distill: Rethinking Misalignments in Language-Image Pretraining Bumsoo Kim Yeonsik Jo Jinhyung Kim S. Kim VLM 30 8 0 19 Dec 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 46 20 0 01 Oct 2023
An Examination of the Compositionality of Large Generative Vision-Language Models Teli Ma Rong Li Junwei Liang CoGe 36 2 0 21 Aug 2023
Compositional diversity in visual concept learning Yanli Zhou Reuben Feinman Brenden M. Lake CoGe OCL 32 8 0 30 May 2023
An Examination of the Robustness of Reference-Free Image Captioning Evaluation Metrics Saba Ahmadi Aishwarya Agrawal 30 6 0 24 May 2023
Text encoders bottleneck compositionality in contrastive vision-language models Amita Kamath Jack Hessel Kai-Wei Chang CoGe CLIP VLM 30 19 0 24 May 2023
Does CLIP Bind Concepts? Probing Compositionality in Large Image Models Martha Lewis Nihal V. Nayak Peilin Yu Qinan Yu Jack Merullo Stephen H. Bach Ellie Pavlick VLM OCL CoGe 31 59 0 20 Dec 2022
Why is Winoground Hard? Investigating Failures in Visuolinguistic Compositionality Anuj Diwan Layne Berry Eunsol Choi David Harwath Kyle Mahowald CoGe 111 41 0 01 Nov 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong Guosheng Lin MLLM BDL VLM CLIP 392 4,171 0 28 Jan 2022