Methods for detecting the blank PNG failure include decoding the response body into a pixel matrix and counting the color distribution, the proportion of non-background pixels or the average brightness of the text area; lightweight approaches include computing the image's color variance, detecting the number of edges, or perceptual-hashing the rendered result and comparing it with a baseline image.