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
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 164 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 53 1 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 Xiaomeng Li 74 9 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 51 1 0 07 Nov 2024
Hierarchical Clustering for Conditional Diffusion in Image Generation Jorge da Silva Goncalves Laura Manduchi Moritz Vandenhirtz Julia E. Vogt DiffM 26 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 36 5 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 62 7 0 27 Jun 2024
Compositional Image Decomposition with Diffusion Models Jocelin Su Nan Liu Yanbo Wang Joshua B. Tenenbaum Yilun Du CoGe 47 6 0 27 Jun 2024
Compositional Video Generation as Flow Equalization Xingyi Yang Xinchao Wang DiffM VGen 61 7 0 10 Jun 2024
Learning Discrete Concepts in Latent Hierarchical Models Lingjing Kong Guan-Hong Chen Erdun Gao Eric P. Xing Yuejie Chi Anton van den Hengel 52 4 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 43 6 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 32 2 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 43 37 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 33 1 0 14 Feb 2024
Do Diffusion Models Learn Semantically Meaningful and Efficient Representations? Qiyao Liang Ziming Liu Ila Fiete DiffM 18 2 0 05 Feb 2024
Compositional Generative Modeling: A Single Model is Not All You Need Yilun Du L. Kaelbling PINN GAN 51 20 0 02 Feb 2024
NoiseCLR: A Contrastive Learning Approach for Unsupervised Discovery of Interpretable Directions in Diffusion Models Yusuf Dalva Pinar Yanardag DiffM 26 18 0 08 Dec 2023
Language-Informed Visual Concept Learning Sharon Lee Yunzhi Zhang Shangzhe Wu Jiajun Wu CoGe 24 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 25 14 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 28 6 0 19 Oct 2023
Interpretable Diffusion via Information Decomposition Xianghao Kong Ollie Liu Han Li Dani Yogatama Greg Ver Steeg 21 20 0 12 Oct 2023
Compositional Sculpting of Iterative Generative Processes Yixuan Wang Sebastiaan De Peuter Mingtong Zhang Vikas K. Garg Samuel Kaski Tommi Jaakkola DiffM 24 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 26 45 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 20 26 0 01 Jun 2023
Attribute-Centric Compositional Text-to-Image Generation Yuren Cong Martin Renqiang Min Erran L. Li Bodo Rosenhahn M. Yang 68 11 0 04 Jan 2023
MagicMix: Semantic Mixing with Diffusion Models Jun Hao Liew Hanshu Yan Daquan Zhou Jiashi Feng DiffM 184 60 0 28 Oct 2022
Unsupervised Discovery of 3D Physical Objects from Video Yilun Du Kevin A. Smith Tomer Ulman J. Tenenbaum Jiajun Wu OCL 113 37 0 24 Jul 2020