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SDXL 0.9 should be the state-of-the-art image generation model (in the open). It generates at 1024x1024 large resolution, with high coherency and good selection
by liuliu 3y ago
SDXL 0.9 should be the state-of-the-art image generation model (in the open). It generates at 1024x1024 large resolution, with high coherency and good selection of styles out of box. It also has reasonable text-understanding comparing to other models.
That has been said, based on the configurations of these models, we are far from saturating what the best model can do. The problem is, FID is terrible metrics to evaluating these models so like LLM, we are a bit clueless about how to evaluate them now.
- GaggiX 3y agoWhy do you think FID is a terrible metrics? What don't you like in particular about it?
- liuliu 3y agoI overspoke. FID is a fine metrics to observe the training progress of your own model. And it correlates well with some coherency issues of generative models. But for cross model comparisons, especially for models that generally do well under FID, it is not discriminative enough to separate better / good.