Text-to-Image Generation

DOCCI: Descriptions of Connected and Contrasting Images
High-quality, long, human-annotated descriptions of 15K images
Yasumasa Onoe, Sunayana Rane, Zachary Berger, Yonatan Bitton, Jaemin Cho, Roopal Garg, Alexander Ku, Zarana Parekh, Jordi Pont-Tuset, Garrett Tanzer, Su Wang, Jason Baldridge
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DOCCI: Descriptions of Connected and Contrasting Images
SELMA: Learning and Merging Skill-Specific Text-to-Image Experts with Auto-Generated Data
SELMA improves T2I models by fine-tuning on automatically generated multi-skill image-text datasets, with skill-specific LoRA expert learning & merging.
Jialu Li, Jaemin Cho, Yi-Lin Sung, Jaehong Yoon, Mohit Bansal
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SELMA: Learning and Merging Skill-Specific Text-to-Image Experts with Auto-Generated Data
Davidsonian Scene Graph: Improving Reliability in Fine-Grained Evaluation for Text-to-Image Generation
Reliable QG/A framework for T2I Evaluation based on Davidsonian Semantics - ICLR 2024
Jaemin Cho, Yushi Hu, Roopal Garg, Peter Anderson, Ranjay Krishna, Jason Baldridge, Mohit Bansal, Jordi Pont-Tuset, Su Wang
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Davidsonian Scene Graph: Improving Reliability in Fine-Grained Evaluation for Text-to-Image Generation
Visual Programming for Text-to-Image Generation and Evaluation
Interpretable/explainable visual programming frameworks for T2I generation (VPGen) and evaluation (VPEval) - NeurIPS 2023
Jaemin Cho, Abhay Zala, Mohit Bansal
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Visual Programming for Text-to-Image Generation and Evaluation
DALL-Eval: Probing the Reasoning Skills and Social Biases of Text-to-Image Generation Models
Evaluation of Text-to-Image Generation Models in Reasoning Skills and Social Biases - ICCV 2023
Jaemin Cho, Abhay Zala, Mohit Bansal
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DALL-Eval: Probing the Reasoning Skills and Social Biases of Text-to-Image Generation Models
X-LXMERT: Paint, Caption and Answer Questions with Multi-Modal Transformers
Text-to-Image Generation via predicting vector-quantized image patches with multimodal LMs - EMNLP 2020
Jaemin Cho, Jiasen Lu, Dustin Schwenk, Hannaneh Hajishirzi, Aniruddha Kembhavi
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X-LXMERT: Paint, Caption and Answer Questions with Multi-Modal Transformers