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[CVPR2024] SeeSR: Towards Semantics-Aware Real-World Image Super-Resolution

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我按照作者实验设置,将DIV2K,Flickr2K,FFHQ1w张,OST,共计2.3w张做成配对图片后放到DAPE中微调,设置也按照dape.yaml的配置做的,然后模型收敛不了(l_logits在0.5左右),放在推理部分也不能产生有效标签信息(全是null)。想问问大家是怎么解决收敛问题的?

为了方便,直接用中文了~ seesr相比PASD的改进是不是主要是在representation branch上(针对低质量图片做了训练),sd和controlnet部分差不多? 另外就是seesr没有像PASD那样在controlnet的输入上做显式地增强?

![image](https://github.com/cswry/SeeSR/assets/65406221/974d5ec2-8b25-44e5-88cc-9e09b1519b6b) ![image](https://github.com/cswry/SeeSR/assets/65406221/9e4e0d3a-a573-4d5b-98ee-bd83fd303d25) 我发现 UNet2DConditionModel的state_dict().keys() 和 SD的Unet的state_dict.keys()不匹配导致报错

SeeSR-main/test_seesr.py", line 125, in load_tag_model model = ram(pretrained='preset/models/ram_swin_large_14m.pth', SeeSR-main/ram/models/ram_lora.py", line 319, in ram model = RAMLora(**kwargs) SeeSR-main/ram/models/ram_lora.py", line 107, in __init__ self.tokenizer = init_tokenizer() SeeSR-main/ram/models/utils.py", line 131, in init_tokenizer tokenizer...

Hi,想请教一下基于sd-turbo的训练具体是怎么做的呢?我尝试过仅把sd2-base换成turbo,发现训出来的结果相比baseline要更模糊一些

Hello, thank you for sharing the code of SeeSR! That's an amazing work indeed! When I tried to calculate the metric FID using the code proposed in `basicsr/metrics/fid.py`, the result...

The work you've done on this article is truly commendable, providing me with a wealth of inspiration and insight. I have a question. Regarding the "TCA module" discussed in your...

Hellow ! I follow the following settings, and I used the NVIDIA GeForce RTX 3090 (24GB) to run the trianing code. However, I met the problem of cuda out of...