Math+ML+X Seminar SeriesOrganizer:Angelica Aviles-RiveroSpeaker:Seongmin Hong (Seoul National University)Time:Mon., 16:00March 3, 2025Online:Voov (Tencent): 532-632-685Title:Inversion of Deep Generative ModelsAbstract:In this seminar, Seongmin Hong will present his recent work on deep generative models, focusing on inversion methods. Topics will include:--Gradient-free decoder inversion in...
AbstractSince its first proposal in 2018, deep image prior has emerged as a very powerful unsupervised deep learning technique for solving inverse problems. The approach has demonstrated very encouraging empirical success in image denoising, deblurring, super-resolution etc. However, there are also several known drawbacks of the approach, notably high computational expense. In this talk, we des...