On Training Sample Memorization: Lessons from Benchmarking Generative
Modeling with a Large-scale Competition

On Training Sample Memorization: Lessons from Benchmarking Generative Modeling with a Large-scale Competition

6 June 2021

Papers citing "On Training Sample Memorization: Lessons from Benchmarking Generative Modeling with a Large-scale Competition"

18 / 18 papers shown

Title
A Geometric Framework for Understanding Memorization in Generative Models Brendan Leigh Ross Hamidreza Kamkari Tongzi Wu Rasa Hosseinzadeh Zhaoyan Liu George Stein Jesse C. Cresswell G. Loaiza-Ganem 44 6 0 31 Oct 2024
Deep Generative Models for 3D Medical Image Synthesis Paul Friedrich Yannik Frisch P. Cattin 3DV MedIm 32 3 0 23 Oct 2024
ProCreate, Don't Reproduce! Propulsive Energy Diffusion for Creative Generation Jack Lu Ryan Teehan Mengye Ren DiffM 27 3 0 05 Aug 2024
MemControl: Mitigating Memorization in Diffusion Models via Automated Parameter Selection Raman Dutt Pedro Sanchez Ondrej Bohdal Sotirios A. Tsaftaris Timothy M. Hospedales MedIm 31 0 0 29 May 2024
Real Risks of Fake Data: Synthetic Data, Diversity-Washing and Consent Circumvention Cedric Deslandes Whitney Justin Norman 24 16 0 03 May 2024
A survey of synthetic data augmentation methods in computer vision A. Mumuni F. Mumuni N. K. Gerrar 34 19 0 15 Mar 2024
Deep Unlearning: Fast and Efficient Training-free Approach to Class Forgetting Sangamesh Kodge Gobinda Saha Kaushik Roy MU CLL 14 3 0 01 Dec 2023
What do larger image classifiers memorise? Michal Lukasik Vaishnavh Nagarajan A. S. Rawat A. Menon Sanjiv Kumar 30 5 0 09 Oct 2023
Toward Verifiable and Reproducible Human Evaluation for Text-to-Image Generation Mayu Otani Riku Togashi Yu Sawai Ryosuke Ishigami Yuta Nakashima Esa Rahtu J. Heikkilä Shiníchi Satoh 25 62 0 04 Apr 2023
Data-Copying in Generative Models: A Formal Framework Robi Bhattacharjee S. Dasgupta Kamalika Chaudhuri TDI 10 6 0 25 Feb 2023
Feature Likelihood Divergence: Evaluating the Generalization of Generative Models Using Samples Marco Jiralerspong A. Bose I. Gemp Chongli Qin Yoram Bachrach Gauthier Gidel EGVM 24 5 0 09 Feb 2023
Diffusion Art or Digital Forgery? Investigating Data Replication in Diffusion Models Gowthami Somepalli Vasu Singla Micah Goldblum Jonas Geiping Tom Goldstein 26 303 0 07 Dec 2022
Reducing Training Sample Memorization in GANs by Training with Memorization Rejection Andrew Bai Cho-Jui Hsieh Wendy Kan Hsuan-Tien Lin GAN 21 5 0 21 Oct 2022
DALLE-URBAN: Capturing the urban design expertise of large text to image transformers Sachith Seneviratne Damith A. Senanayake Sanka Rasnayaka Rajith Vidanaarachchi Jason Thompson ViT 14 17 0 03 Aug 2022
A Proposal for Foley Sound Synthesis Challenge Keunwoo Choi Sangshin Oh Minsung Kang Brian McFee 21 11 0 21 Jul 2022
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 262 10,344 0 12 Dec 2018
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 264 5,326 0 05 Nov 2016
Pixel Recurrent Neural Networks Aaron van den Oord Nal Kalchbrenner Koray Kavukcuoglu SSeg GAN 225 2,543 0 25 Jan 2016