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This project is the official implementation of 'Diffir: Efficient diffusion model for image restoration', ICCV2023

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If I want to change the sampling output, I should change the validation function right? But, I cannot find it, would you plz help me out? Thanks

Hi, I'm wondering these patch sizes are for transformer patch or data augmentation patch? what size of patch shall we choose if we want to training 256*256 data.

我想把该算法用在电影的画质增强上,目前模型输出图片的稳定性已经可以了,就是清晰度总觉得不够,有种朦胧的画面感,不知道有没有参数可以改善当前现状,我也在尝试用GAN方式进行训练,感觉对清晰度提升也不明显

Traceback (most recent call last): File "DiffIR/train.py", line 15, in train_pipeline(root_path) File "/DiffIR/DiffIR-RealSR/DiffIR/train_pipeline.py", line 185, in train_pipeline model.optimize_parameters(current_iter) File "/DiffIR/DiffIR-RealSR/DiffIR/models/DiffIR_S2_model.py", line 408, in optimize_parameters _, pred_IPR_list = self.net_g.module.diffusion(self.lq,S1_IPR[0]) File "/opt/conda/lib/python3.8/site-packages/torch/nn/modules/module.py",...

您好,想问一下在gopro数据集上进行deblur训练时,第一阶段S1训练完成后,在gopro验证集上的PSNR大概是多少呢?

I'm trying to utilize the motion deblur work on Windows 11, however, it is not working. I tried to run the codes using WSL2 and Ubuntu 22.04 (using Oracle virtual...

I wrote a multi-GPUs test script with reference to basic SR. Although it can run, only one GPU is used. ``` PYTHONPATH="./:${PYTHONPATH}" \ CUDA_VISIBLE_DEVICES=0,1,2,3 \ python -m torch.distributed.launch --nproc_per_node=4 --master_port=4321...

I have a dataset with pairs of original image and noisy image, noisy images have some kind of noises like motion blur, salt and pepper noise and exposure noise for...

我测试了作者提供的参数,效果很好,我们现在希望自己从头训练一下inpainting的任务,能否告知您当初训练用了多少资源,共计耗时多久,期待您的回复

您好,可以使用自制的数据集训练该模型吗?如果可以,可以提供参考步骤吗