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maskdit's Introduction

Hi there I'm Hongkai Zheng👋

I'm a Ph.D student in Computing and Mathematical Science at Caltech. I obtained my B.S. degree in CS from Shanghai Jiao Tong University.

My personal website: https://devzhk.myportfolio.com/

My Research Interest

  • 💻 Machine learning
  • ✨ Deep generative models and sampling.
  • ⚡ Operator learning

Publications

My google scholar: Google scholar page

Academic Service

  • Journal of Machine Learning Research (JMLR)
  • Conference on Neural Information Processing Systems (NeurIPS) 2022

Photography

I'm also a photography hobbyist! My instagram: https://www.instagram.com/devzhk. My portfolio: https://hzphotography.myportfolio.com/

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maskdit's Issues

Different Sampling Algo

Thank you for your Nice work!
Is there any possible to use different sampling algorithm for generating, like DPMS, DDPM etc.

Training log and loss curve

Nice work!
I've been training MaskDiT on my own dataset recently, but I'm unsure if the loss is decreasing normally because I'm not seeing satisfactory results in the generated images. Can you please provide the log records of training on ImageNet 256x256? Or the loss curve.

Thanks very much!

Forbidden access to both trained models

Hi,

I wanted to try out your work, however, I have a forbidden access when trying to download the checkpoints using the provided links.

wget https://maskdit-bucket.s3.us-west-2.amazonaws.com/cos-2037500.pthttps://maskdit-bucket.s3.us-west-2.amazonaws.com/imagenet256-ckpt-best_without_guidance.pt

--2023-06-19 19:51:10--  https://maskdit-bucket.s3.us-west-2.amazonaws.com/cos-2037500.pthttps://maskdit-bucket.s3.us-west-2.amazonaws.com/imagenet256-ckpt-best_without_guidance.pt
Resolving maskdit-bucket.s3.us-west-2.amazonaws.com (maskdit-bucket.s3.us-west-2.amazonaws.com)... 52.92.227.154, 52.92.196.154, 52.218.242.129, ...
Connecting to maskdit-bucket.s3.us-west-2.amazonaws.com (maskdit-bucket.s3.us-west-2.amazonaws.com)|52.92.227.154|:443... connected.
HTTP request sent, awaiting response... 403 Forbidden
2023-06-19 19:51:11 ERROR 403: Forbidden.

Best,

About training speed

I test MaskDiT and DiT training on LSUNChurch dataset. But only find the training speed almost the same, but FID much worse.
Both set num_classes to 1, to imitate unconditional training. Any idea about this?

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