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I would also be curious to see if training/fine-tuning CLIP on a higher resolution (e.g. 512x512 instead of 224) would also lead to better image quality for higher resolutions( >= 512)
It's quite easy to finetune one of the Open AI CLIP checkpoints with this codebase:
https://github.com/Zasder3/train-CLIP-FT
Uses pytorch-lightning. May be worth pursuing
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