PCWorld demonstrates using Google's Gemini AI to diagnose Plex Media Server issues through a systematic four-phase checkup process.

Recent workhasindicated that,unlikehumans, ImageNet-trained CNNs tendto classify images by texture rather than by shape. How pervasiveis this bias, and wheredoesitcomefrom? Wefindthat,whentrainedondatasets ofimageswith conflicting shape and texture, CNNs learn to classify by shape at least as easily as by texture. What factors, then, produce the texture bias in CNNs trained on ImageNet?