Learn "No" to Say "Yes" Better: Improving Vision-Language Models via Negations

29 March 2024

Papers citing "Learn "No" to Say "Yes" Better: Improving Vision-Language Models via Negations"

24 / 24 papers shown

Title
Native Logical and Hierarchical Representations with Subspace Embeddings Gabriel Moreira Zita Marinho Manuel Marques João Paulo Costeira Chenyan Xiong 32 0 0 21 Aug 2025
VSF: Simple, Efficient, and Effective Negative Guidance in Few-Step Image Generation Models By Value Sign Flip Wenqi Guo Shan Du DiffM 68 0 0 11 Aug 2025
Trade-offs in Image Generation: How Do Different Dimensions Interact? Sicheng Zhang Binzhu Xie Zhonghao Yan Yuli Zhang Donghao Zhou Xiaofei Chen Shi Qiu Jiaqi Liu Guoyang Xie Zhichao Lu 51 0 0 29 Jul 2025
Negation-Aware Test-Time Adaptation for Vision-Language Models Haochen Han Alex Jinpeng Wang Fangming Liu Jun Zhu VLM 136 1 0 25 Jul 2025
U-MARVEL: Unveiling Key Factors for Universal Multimodal Retrieval via Embedding Learning with MLLMs Xiaojie Li Chu Li Shi-Zhe Chen Xi Chen OffRL 77 0 0 20 Jul 2025
A Good CREPE needs more than just Sugar: Investigating Biases in Compositional Vision-Language Benchmarks Vishaal Udandarao Mehdi Cherti Shyamgopal Karthik J. Jitsev Samuel Albanie Matthias Bethge CoGe 76 0 0 09 Jun 2025
Advancing Compositional Awareness in CLIP with Efficient Fine-Tuning Amit Peleg Naman D. Singh Matthias Hein CoGe VLM 96 0 0 30 May 2025
Bringing CLIP to the Clinic: Dynamic Soft Labels and Negation-Aware Learning for Medical Analysis Hanbin Ko Chang-Min Park 78 2 0 28 May 2025
NegVQA: Can Vision Language Models Understand Negation? Yuhui Zhang Yuchang Su Yiming Liu Serena Yeung-Levy MLLM CoGe 96 2 0 28 May 2025
TNG-CLIP:Training-Time Negation Data Generation for Negation Awareness of CLIP Yuliang Cai Jesse Thomason Mohammad Rostami VLM 99 0 0 24 May 2025
Improving Physical Object State Representation in Text-to-Image Generative Systems Tianle Chen Chaitanya Chakka Deepti Ghadiyaram 209 0 0 04 May 2025
Negation: A Pink Elephant in the Large Language Models' Room? Tereza Vrabcová Marek Kadlcík Petr Sojka Michal Štefánik Michal Spiegel 186 1 0 28 Mar 2025
Dynamic Relation Inference via Verb Embeddings Omri Suissa Muhiim Ali Ariana Azarbal Hui Shen Shekhar Pradhan 135 0 0 17 Mar 2025
Is CLIP ideal? No. Can we fix it? Yes! Raphi Kang Yue Song Georgia Gkioxari Pietro Perona VLM 144 1 0 10 Mar 2025
Enhancing Vision-Language Compositional Understanding with Multimodal Synthetic Data Haoxin Li Boyang Li CoGe 351 3 0 03 Mar 2025
From No to Know: Taxonomy, Challenges, and Opportunities for Negation Understanding in Multimodal Foundation Models Mayank Vatsa Aparna Bharati S. Mittal Richa Singh 187 0 0 10 Feb 2025
Calling a Spade a Heart: Gaslighting Multimodal Large Language Models via Negation Bin Zhu Hui yan Qi Yinxuan Gui Jingjing Chen Chong-Wah Ngo Ee-Peng Lim 685 5 0 31 Jan 2025
Know "No" Better: A Data-Driven Approach for Enhancing Negation Awareness in CLIP J. Park Jungbeom Lee Jongyoon Song Sangwon Yu Dahuin Jung Sungroh Yoon 202 7 0 19 Jan 2025
LamRA: Large Multimodal Model as Your Advanced Retrieval AssistantComputer Vision and Pattern Recognition (CVPR), 2025 Yikun Liu Pingan Chen Jiayin Cai Xiaolong Jiang Feng-Long Xie Jiangchao Yao Yanfeng Wang Weidi Xie RALM 141 27 0 02 Dec 2024
TripletCLIP: Improving Compositional Reasoning of CLIP via Synthetic Vision-Language Negatives Maitreya Patel Abhiram Kusumba Sheng Cheng Changhoon Kim Tejas Gokhale Chitta Baral Yezhou Yang CoGe CLIP 163 28 0 04 Nov 2024
INQUIRE: A Natural World Text-to-Image Retrieval Benchmark Edward Vendrow Omiros Pantazis Alexander Shepard Gabriel J. Brostow Kate E. Jones Oisin Mac Aodha Sara Beery Grant Van Horn VLM 158 13 0 04 Nov 2024
Dynamic Negative Guidance of Diffusion Models Felix Koulischer Johannes Deleu G. Raya T. Demeester L. Ambrogioni DiffM 276 14 0 18 Oct 2024
Preserving Multi-Modal Capabilities of Pre-trained VLMs for Improving Vision-Linguistic Compositionality Youngtaek Oh Jae-Won Cho Dong-Jin Kim In So Kweon Junmo Kim VLM CoGe CLIP 135 9 0 07 Oct 2024
NeIn: Telling What You Don't Want Nhat-Tan Bui Dinh-Hieu Hoang Quoc-Huy Trinh Minh-Triet Tran Truong Nguyen Susan Gauch 213 2 0 09 Sep 2024