星期三, 10月 29, 2025

Deep Learning Neural Networks

ImageNet Labeling: Understanding the Imperfections 1. The Ideal vs. A Simple Error 🍌 Ideal Case Banana Common Error Dog 2. The Single-Label Problem Image has multiple objects frisbee ImageNet "Ground Truth" Dog AI Model Prediction Frisbee RESULT: WRONG 3. Ambiguity & Fine-Grained Classes ? Blurry or ambiguous Husky vs. Malamute? Hard even for experts Malamute 4. The Evolution & The Solution: Re-labeling Sometimes, AI predictions are better than the original labels 📷 Original Label: "Seashore" AI Prediction: "Breakwater" Solution: Clean data & apply multiple correct labels frisbee Dog Frisbee
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