sun-umn Goto Github PK

blind-image-deblurring

Blind Image Deblurring

const_fl

Offical git repo for "Federated Learning with Convex Global and Local Constraints" at TMLR'2024

constrained-deep-learning-survey

Discover algorithms for deep learning under constraints.

deep-random-projector

Deep Random Projector: Accelerated Deep Image Prior

deeplifting

This repository delves into a research field we refer to as "deeplifting". Deeplifting merges the domains of deep learning and optimization, proposing a novel approach to solve optimization problems. By using neural networks to reparameterize input spaces, we can significantly improve solutions, making them both more potent and robust.

dmo

Official implementation of "Exact Reformulation and Optimization for Binary Imbalanced Classification"

dmplug

This is the official implementation of "DMPlug: A Plug-in Method for Solving Inverse Problems with Diffusion Models".

early_stopping_for_dip

Official Implementation of Early Stopping for Deep Image Prior (TMLR)

federated-multi-modality-learning

A multi-modality learning system for healthcare using federated learning

ncvx

NCVX: A User-Friendly and Scalable Package for Nonconvex Optimization in Machine Learning

ncvx-neural-structural-optimization

ncvx_documentation

NCVX documentation page: https://ncvx.org

pygranso

PyGRANSO: A PyTorch-enabled port of GRANSO with auto-differentiation

pygranso_adv_robustness

This repo provides the implementation of the min- and max- form constrained optimziation problems in our paper [paper]

sc_with_distshift

self-validation

Self-Validation: Early Stopping for Single-Instance Deep Generative Priors

ttl

[BMVC'23 Oral] Offical repository of "Rethinking Transfer Learning for Medical Image Classification"