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WebSep 16, 2024 · A proxy model is trained using the pseudo-labels that utilizes a combination of Dice and Cross-entropy (DiceCE) loss denoted as \(L_{DiceCE}\) as outlined in . Please note that this is a binary segmentation task. The proxy-trained model tackles the cold start AL problem with two specific advantages. WebApr 26, 2024 · For each unlabelled example, it uses the model's prediction on the clean example as a proxy label for prediction on a perturbed version of the example. This way, the model learns to develop features that are invariant to noise and predictive of the labels on the labelled training data. Ladder networks have been mostly used in computer vision ... asiah binti kasmawi

Framing an ML problem Machine Learning Google Developers

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