Text conditioning improves PSNR by ~5.7%, SSIM by ~1.4%, colorfulness by up to 36.6%, and reduces LPIPS by ~9.5% across U-Net and Stable Diffusion colorization models.
Measuring colourfulness in natural images
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Multimodal Image Colorization: Quantifying the Impact of Text-Conditioned Guidance on Grayscale-to-Color Translation
Text conditioning improves PSNR by ~5.7%, SSIM by ~1.4%, colorfulness by up to 36.6%, and reduces LPIPS by ~9.5% across U-Net and Stable Diffusion colorization models.