v1v2 (latest)

Unsupervised Compositional Concepts Discovery with Text-to-Image Generative Models

8 June 2023

Shuang Li

Antonio Torralba

Papers citing "Unsupervised Compositional Concepts Discovery with Text-to-Image Generative Models"

27 / 27 papers shown

Title
Compositional Scene Understanding through Inverse Generative Modeling Yanbo Wang Justin Dauwels Yilun Du OCL 86 0 0 27 May 2025
Harnessing Caption Detailness for Data-Efficient Text-to-Image Generation Xinran Wang Muxi Diao Yuanzhi Liu Chunyu Wang Kongming Liang Zhanyu Ma Jun Guo 96 0 0 21 May 2025
Enhancing Zero-Shot Image Recognition in Vision-Language Models through Human-like Concept Guidance Hui Liu Wenya Wang Kecheng Chen Jie Liu Yibing Liu Tiexin Qin Peisong He Xinghao Jiang Haoliang Li BDL VLM 485 0 0 20 Mar 2025
SliderSpace: Decomposing the Visual Capabilities of Diffusion Models Rohit Gandikota Zongze Wu Richard Zhang David Bau Eli Shechtman Nick Kolkin DiffM 95 2 0 03 Feb 2025
Energy-Based Concept Bottleneck Models: Unifying Prediction, Concept Intervention, and Probabilistic Interpretations Xin-Chao Xu Yi Qin Lu Mi Hao Wang Xuelong Li 181 12 0 03 Jan 2025
Few-Shot Task Learning through Inverse Generative Modeling Aviv Netanyahu Yilun Du Antonia Bronars Jyothish Pari J. Tenenbaum Tianmin Shu Pulkit Agrawal 153 4 0 07 Nov 2024
Hierarchical Clustering for Conditional Diffusion in Image Generation Jorge da Silva Goncalves Laura Manduchi Moritz Vandenhirtz Julia E. Vogt DiffM 78 0 0 22 Oct 2024
ConceptExpress: Harnessing Diffusion Models for Single-image Unsupervised Concept Extraction Shaozhe Hao Kai Han Zhengyao Lv Shihao Zhao Kwan-Yee K. Wong DiffM CoGe 129 7 0 09 Jul 2024
Emergence of Hidden Capabilities: Exploring Learning Dynamics in Concept Space Core Francisco Park Maya Okawa Andrew Lee Ekdeep Singh Lubana Hidenori Tanaka 121 21 0 27 Jun 2024
Compositional Image Decomposition with Diffusion Models Jocelin Su Nan Liu Yanbo Wang Joshua B. Tenenbaum Yilun Du CoGe 101 10 0 27 Jun 2024
Compositional Video Generation as Flow Equalization Xingyi Yang Xinchao Wang DiffM VGen 133 7 0 10 Jun 2024
Learning Discrete Concepts in Latent Hierarchical Models Lingjing Kong Guan-Hong Chen Erdun Gao Eric P. Xing Yuejie Chi Kun Zhang 145 5 0 01 Jun 2024
Stylus: Automatic Adapter Selection for Diffusion Models Michael Luo Justin Wong Brandon Trabucco Yanping Huang Joseph E. Gonzalez Zhifeng Chen Ruslan Salakhutdinov Ion Stoica DiffM 96 7 0 29 Apr 2024
GANTASTIC: GAN-based Transfer of Interpretable Directions for Disentangled Image Editing in Text-to-Image Diffusion Models Yusuf Dalva Hidir Yesiltepe Pinar Yanardag DiffM 91 3 0 28 Mar 2024
Multi-LoRA Composition for Image Generation Ming Zhong Yelong Shen Shuohang Wang Yadong Lu Yizhu Jiao Siru Ouyang Donghan Yu Jiawei Han Weizhu Chen MoMe 77 43 0 26 Feb 2024
Interpretable Measures of Conceptual Similarity by Complexity-Constrained Descriptive Auto-Encoding Alessandro Achille Greg Ver Steeg Tian Yu Liu Matthew Trager Carson Klingenberg Stefano Soatto 70 1 0 14 Feb 2024
Do Diffusion Models Learn Semantically Meaningful and Efficient Representations? Qiyao Liang Ziming Liu Ila Fiete DiffM 112 2 0 05 Feb 2024
Compositional Generative Modeling: A Single Model is Not All You Need Yilun Du L. Kaelbling PINN GAN 163 25 0 02 Feb 2024
NoiseCLR: A Contrastive Learning Approach for Unsupervised Discovery of Interpretable Directions in Diffusion Models Yusuf Dalva Pinar Yanardag DiffM 94 20 0 08 Dec 2023
Language-Informed Visual Concept Learning Sharon Lee Yunzhi Zhang Shangzhe Wu Jiajun Wu CoGe 72 9 0 06 Dec 2023
CoVLM: Composing Visual Entities and Relationships in Large Language Models Via Communicative Decoding Junyan Li Delin Chen Yining Hong Zhenfang Chen Peihao Chen Yikang Shen Chuang Gan MLLM 127 17 0 06 Nov 2023
Denoising Heat-inspired Diffusion with Insulators for Collision Free Motion Planning Junwoo Chang Hyunwoo Ryu Jiwoo Kim Soochul Yoo Jongeun Choi Joohwan Seo N. Prakash R. Horowitz DiffM AI4CE 94 6 0 19 Oct 2023
Interpretable Diffusion via Information Decomposition Xianghao Kong Ollie Liu Han Li Dani Yogatama Greg Ver Steeg 109 22 0 12 Oct 2023
Compositional Sculpting of Iterative Generative Processes Yixuan Wang Sebastiaan De Peuter Mingtong Zhang Vikas Garg Samuel Kaski Tommi Jaakkola DiffM 123 15 0 28 Sep 2023
Diffusion Model is Secretly a Training-free Open Vocabulary Semantic Segmenter Jinglong Wang Xiawei Li Jing Zhang Qingyuan Xu Qin Zhou Qian Yu Lu Sheng Dong Xu VLM DiffM 121 48 0 06 Sep 2023
The Hidden Language of Diffusion Models Hila Chefer Oran Lang Mor Geva Volodymyr Polosukhin Assaf Shocher Michal Irani Inbar Mosseri Lior Wolf DiffM 141 27 0 01 Jun 2023
Enhanced Controllability of Diffusion Models via Feature Disentanglement and Realism-Enhanced Sampling Methods Wonwoong Cho Hareesh Ravi Midhun Harikumar V. Khuc Krishna Kumar Singh Jingwan Lu David I. Inouye Ajinkya Kale DiffM 197 7 0 28 Feb 2023