Composing Parts for Expressive Object Generation
Harsh Rangwani, Aishwarya Agarwal, Kuldeep Kulkarni, R. Venkatesh Babu, Srikrishna Karanam
摘要
a full body portrait photo of a person wearing a dress with long hair and glasses PartComposer: hair, glasses, dress A photo of a yellow warbler PartComposer: beak → a hens beak a photo of a white swan, 8k, full hd PartComposer: crown → a crown of a peacock A young woman sits at a table in a beautiful, lush garden, painting by claude monet PartComposer: dress → a dress in Ukiyo-e style Figure 1. Base Generation (left) Comparison with Methods for Generations with Parts Details (right). PartComposer allows the generation of object images with specified attributes (color, style etc.) of parts for the chosen object in the base text prompt. StableDiffusion and Rich-Text [18] methods with part details either ignore the part instructions or generate inconsistent ojects.
问问这篇 Paper
智能体会读完全文。
Lune 把这篇 Paper 索引到了每一个公式,引用它的顶会 Paper 也一样。你提问,回答直接引用原文。
它引用的顶会 Paper32
- Diffusion Models Beat GANs on Image SynthesisPrafulla Dhariwal, Alexander Quinn NicholNeurIPS 2021 · 被引用 13,211 次
- High-Resolution Image Synthesis with Latent Diffusion ModelsRobin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser 等CVPR 2022 · 被引用 13,123 次
- Denoising Diffusion Implicit ModelsJiaming Song, Chenlin Meng, Stefano ErmonICLR 2021 · 被引用 11,743 次
- Photorealistic Text-to-Image Diffusion Models with Deep Language UnderstandingChitwan Saharia, William Chan, Saurabh Saxena, Lala Li 等NeurIPS 2022 · 被引用 8,965 次
- 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 · 被引用 7,873 次
相关 Paper
- Score Jacobian Chaining: Lifting Pretrained 2D Diffusion Models for 3D GenerationHaochen Wang, Xiaodan Du, Jiahao Li, Raymond A. Yeh 等CVPR 2023
- FashionComposer: Compositional Fashion Image GenerationSihui Ji, Yiyang Wang, Xi Chen, Xiaogang Xu 等SIGGRAPH 2025 · 被引用 3 次
- CompGS: Unleashing 2D Compositionality for Compositional Text-to-3D via Dynamically Optimizing 3D GaussiansChongjian Ge, Chenfeng Xu, Yuanfeng Ji, Chensheng Peng 等CVPR 2025
- Training-Free Structured Diffusion Guidance for Compositional Text-to-Image SynthesisWeixi Feng, Xuehai He, Tsu-Jui Fu, Varun Jampani 等ICLR 2023 · 被引用 70 次
- VSC: Visual Search Compositional Text-to-Image Diffusion ModelDo Huu Dat, Nam Hyeon-Woo, Po Yuan Mao, Tae-Hyun OhICCV 2025 · 被引用 1 次
