Visual Fact Checker: Enabling High-Fidelity Detailed Caption Generation
Yunhao Ge, Xiaohui Zeng, Jacob Samuel Huffman, Tsung-Yi Lin, Ming-Yu Liu, Yin Cui
Abstract
A happy little girl is standing in a green field, wearing a plaid shirt and holding onto a string of pink balloons. The balloons are floating in the air, creating a playful and joyful atmosphere. The girl appears to be enjoying the moment, with a smile on her face. In the background, there is a vast expanse of green grass, stretching out as far as the eye can see. The sky above is a bright blue, with a few white clouds scattered about. The overall mood of the scene is one of carefree happiness and joy, with the pink balloons adding a touch of whimsy and playfulness to the atmosphere. The image shows a young girl in a field with her arms joyfully raised. She is holding a bunch of pink balloons in her right hand. She's wearing a plaid shirt and jeans, and her hair is styled in what appears to be a ponytail. The girl is smiling widely, and her pose suggests she is in mid-celebration or play. The field is filled with wildflowers, and trees can be seen in the background under a blue sky with some clouds. The setting appears to be a sunny day, perfect for outdoor activities. The image captures a moment of carefree childhood happiness. A 3D model of a three-level, intricately designed wooden tower with a contrasting blue roof and door, standing on a wooden base. The tower, brown in color, resembles a fusion of a house, a tower, and a castle. At the very top of the tower, there is a crescent moon design. The overall design adds a touch of fantasy to the scene. A 3D model of a small wooden tower with a blue roof.
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Your agent calls
Luneget_paper_fulltext
Free to start. No credit card required.
Terminal
Install the CLIlune papers fulltext 1fc30c9a-6a6b-4619-b0ce-ccab164f7255Cited by top-tier papers9
- ExCap3d: Expressive 3D Scene Understanding via Object Captioning with Varying DetailChandan Yeshwanth, Dávid Rozenberszki, Angela DaiICCV 2025 · 2 citations
- Tera: Rethinking Text-Guided Realistic 3D Avatar GenerationYanwen Wang, Yiyu Zhuang, Jiawei Zhang, Li Wang et al.ICCV 2025 · 2 citations
- A Comprehensive Study of Decoder-Only LLMs for Text-to-Image GenerationAndrew Z. Wang, Songwei Ge, Tero Karras, Ming-Yu Liu et al.CVPR 2025
- Perception in ReflectionYana Wei, Liang Zhao, Kangheng Lin, En Yu et al.ICML 2025
- Toward Robust Hyper-Detailed Image Captioning: A Multiagent Approach and Dual Evaluation Metrics for Factuality and CoverageSaehyung Lee, Seunghyun Yoon, Trung Bui, Jing Shi et al.ICML 2025
Builds on19
- Language Models are Few-Shot LearnersTom B. Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah et al.NeurIPS 2020 · 64,255 citations
- Visual Instruction TuningHaotian Liu, Chunyuan Li, Qingyang Wu, Yong Jae LeeNeurIPS 2023 · 11,349 citations
- BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language ModelsJunnan Li, Dongxu Li, Silvio Savarese, Steven C. H. HoiICML 2023 · 7,873 citations
- Flamingo: a Visual Language Model for Few-Shot LearningJean-Baptiste Alayrac, Jeff Donahue, Pauline Luc, Antoine Miech et al.NeurIPS 2022 · 6,707 citations
- BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and GenerationJunnan Li, Dongxu Li, Caiming Xiong, Steven C. H. HoiICML 2022 · 6,549 citations
Related papers
- ArtEditor: Learning Customized Instructional Image Editor From Few-Shot ExamplesShijie Huang, Yiren Song, Yuxuan Zhang, Hailong Guo et al.ICCV 2025 · 2 citations
- InstanceDiffusion: Instance-Level Control for Image GenerationXudong Wang, Trevor Darrell, Sai Saketh Rambhatla, Rohit Girdhar et al.CVPR 2024
- CineMaster: A 3D-Aware and Controllable Framework for Cinematic Text-to-Video GenerationQinghe Wang, Yawen Luo, Xiaoyu Shi, Xu Jia et al.SIGGRAPH 2025 · 13 citations
- PneuSeries: 3D Shape Forming with Modularized Serial-Connected InflatablesYu-Wen Chen, Wei-Ju Lin, Yi Chen, Lung-Pan ChengUIST 2021 · 21 citations
- Can Playing with Toy Blocks Reflect Behavior Problems in Children?Xiyue Wang, Kazuki Takashima, Tomoaki Adachi, Yoshifumi KitamuraCHI 2021 · 8 citations
