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Tiantian Zhang's Projects

consistency_models icon consistency_models

Unofficial Implementation of Consistency Models in pytorch compared with Rectified flow and Poisson flow

dbcnn icon dbcnn

Blind Image Quality Assessment Using A Deep Bilinear Convolutional Neural Network

dbcnn-pytorch icon dbcnn-pytorch

An experimental Pytorch implementation of Blind Image Quality Assessment Using A Deep Bilinear Convolutional Neural Network

domainbed icon domainbed

DomainBed is a suite to test domain generalization algorithms

dro icon dro

This is the implementation for the NeurIPS 2022 paper: ZIN: When and How to Learn Invariance Without Environment Partition?

iqa-pytorch icon iqa-pytorch

PyTorch Toolbox for Image Quality Assessment, including LPIPS, FID, NIQE, NRQM(Ma), MUSIQ, NIMA, DBCNN, WaDIQaM, BRISQUE, PI and more...

my_learning_for_annotated_deep_learning_paper_implementations icon my_learning_for_annotated_deep_learning_paper_implementations

🧑‍🏫 59 Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

ncsnv2 icon ncsnv2

The official PyTorch implementation for NCSNv2 (NeurIPS 2020)

unique icon unique

The repository for 'Uncertainty-aware blind image quality assessment in the laboratory and wild' and 'Learning to blindly assess image quality in the laboratory and wild'

universal_inverse_problem icon universal_inverse_problem

Examples and code for "Solving linear inverse problems using the prior implicit in a denoiser", Z Kadkhodaie and EP Simoncelli

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