During real-time image generation your model produces color inconsistencies How can the color calibration be refined

Question

Can I know? During real-time image generation, your model produces color inconsistencies? How can the color calibration be refined?

Answer 1

To refine color calibration in real-time image generation, apply histogram matching, white balance correction, or use perceptual loss to enforce color consistency across generated frames.

Here is the code snippet you can refer to:

In the above, we are using the following key points:

• Image Loading: Reads both the generated and reference images.
• Color Space Conversion: Converts images to RGB format for proper processing.
• Histogram Matching: Uses match_histograms to align color distributions between images.
• Image Saving: Converts the calibrated image back to BGR and saves it.
• Visualization: Displays the generated, reference, and calibrated images side by side.

Hence, by applying histogram matching, we effectively refine color calibration in real-time image generation, ensuring consistent color representation across frames.