Mutual Information Divergence: A Unified Metric for Multimodal Generative Models

25 May 2022

Papers citing "Mutual Information Divergence: A Unified Metric for Multimodal Generative Models"

28 / 28 papers shown

Title
A Conformal Risk Control Framework for Granular Word Assessment and Uncertainty Calibration of CLIPScore Quality Estimates Gonçalo Gomes Chrysoula Zerva Bruno Martins 31 0 0 01 Apr 2025
4D-Bench: Benchmarking Multi-modal Large Language Models for 4D Object Understanding Wenxuan Zhu Bing Li Cheng Zheng Jinjie Mai Jun-Cheng Chen ... Abdullah Hamdi Sara Rojas Martinez Chia-Wen Lin Mohamed Elhoseiny Bernard Ghanem VLM 48 0 0 22 Mar 2025
Image Captioning Evaluation in the Age of Multimodal LLMs: Challenges and Future Perspectives Sara Sarto Marcella Cornia Rita Cucchiara 46 0 0 18 Mar 2025
DRIVE: Dual-Robustness via Information Variability and Entropic Consistency in Source-Free Unsupervised Domain Adaptation Ruiqiang Xiao Songning Lai Yijun Yang Jiemin Wu Yutao Yue Lei Zhu AAML 73 0 0 24 Nov 2024
Conditional Vendi Score: An Information-Theoretic Approach to Diversity Evaluation of Prompt-based Generative Models Mohammad Jalali Azim Ospanov Amin Gohari Farzan Farnia EGVM 37 2 0 05 Nov 2024
An Online Learning Approach to Prompt-based Selection of Generative Models Xiaoyan Hu Ho-fung Leung Farzan Farnia 38 2 0 17 Oct 2024
Positive-Augmented Contrastive Learning for Vision-and-Language Evaluation and Training Sara Sarto Nicholas Moratelli Marcella Cornia Lorenzo Baraldi Rita Cucchiara 39 3 0 09 Oct 2024
DENEB: A Hallucination-Robust Automatic Evaluation Metric for Image Captioning Kazuki Matsuda Yuiga Wada Komei Sugiura 28 1 0 28 Sep 2024
Toward Automatic Relevance Judgment using Vision--Language Models for Image--Text Retrieval Evaluation Jheng-Hong Yang Jimmy Lin VLM 47 3 0 02 Aug 2024
BRIDGE: Bridging Gaps in Image Captioning Evaluation with Stronger Visual Cues Sara Sarto Marcella Cornia Lorenzo Baraldi Rita Cucchiara 38 6 0 29 Jul 2024
AgentPeerTalk: Empowering Students through Agentic-AI-Driven Discernment of Bullying and Joking in Peer Interactions in Schools Aditya Paul Chi Lok Yu Eva Adelina Susanto Nicholas Wai Long Lau Gwenyth Isobel Meadows LLMAG 35 3 0 27 Jul 2024
HICEScore: A Hierarchical Metric for Image Captioning Evaluation Zequn Zeng Jianqiao Sun Hao Zhang Tiansheng Wen Yudi Su Yan Xie Zhengjue Wang Boli Chen 46 3 0 26 Jul 2024
Benchmarking and Improving Detail Image Caption Hongyuan Dong Jiawen Li Bohong Wu Jiacong Wang Yuan Zhang Haoyuan Guo VLM MLLM 35 16 0 29 May 2024
Information-Theoretic Distillation for Reference-less Summarization Jaehun Jung Ximing Lu Liwei Jiang Faeze Brahman Peter West Pang Wei Koh Yejin Choi 40 3 0 20 Mar 2024
Polos: Multimodal Metric Learning from Human Feedback for Image Captioning Yuiga Wada Kanta Kaneda Daichi Saito Komei Sugiura 34 24 0 28 Feb 2024
Text-to-Image Cross-Modal Generation: A Systematic Review Maciej Żelaszczyk Jacek Mańdziuk 35 3 0 21 Jan 2024
VIEScore: Towards Explainable Metrics for Conditional Image Synthesis Evaluation Max W.F. Ku Dongfu Jiang Cong Wei Xiang Yue Wenhu Chen 24 49 0 22 Dec 2023
SelfEval: Leveraging the discriminative nature of generative models for evaluation Sai Saketh Rambhatla Ishan Misra EGVM 25 4 0 17 Nov 2023
Human Motion Generation: A Survey Wentao Zhu Xiaoxuan Ma Dongwoo Ro Hai Ci Jinlu Zhang Jiaxin Shi Feng Gao Qi Tian Yizhou Wang VGen 41 53 0 20 Jul 2023
Linear Alignment of Vision-language Models for Image Captioning Fabian Paischer M. Hofmarcher Sepp Hochreiter Thomas Adler CLIP VLM 47 0 0 10 Jul 2023
Multi-modal Latent Diffusion Mustapha Bounoua Giulio Franzese Pietro Michiardi DiffM 16 13 0 07 Jun 2023
Are Diffusion Models Vision-And-Language Reasoners? Benno Krojer Elinor Poole-Dayan Vikram S. Voleti Christopher Pal Siva Reddy 39 13 0 25 May 2023
LLMScore: Unveiling the Power of Large Language Models in Text-to-Image Synthesis Evaluation Yujie Lu Xianjun Yang Xiujun Li Qing Guo William Yang Wang EGVM 49 73 0 18 May 2023
Text-Conditioned Sampling Framework for Text-to-Image Generation with Masked Generative Models Jaewoong Lee Sang-Sub Jang Jaehyeong Jo Jaehong Yoon Yunji Kim Jin-Hwa Kim Jung-Woo Ha Sung Ju Hwang DiffM 32 4 0 04 Apr 2023
Positive-Augmented Contrastive Learning for Image and Video Captioning Evaluation Sara Sarto Manuele Barraco Marcella Cornia Lorenzo Baraldi Rita Cucchiara 21 55 0 21 Mar 2023
FLAME: Free-form Language-based Motion Synthesis & Editing Jihoon Kim Jiseob Kim Sungjoon Choi VGen 27 197 0 01 Sep 2022
Toward a Generalization Metric for Deep Generative Models Hoang Thanh-Tung T. Tran 35 5 0 02 Nov 2020
Learning Deep Representations of Fine-grained Visual Descriptions Scott E. Reed Zeynep Akata Bernt Schiele Honglak Lee OCL VLM 170 840 0 17 May 2016