Table of Contents: “...1. Mathematical tools for computer vision -- 1.1. Probability, entropy and Kullback-Leibler divergence -- 1.2. Using a gradient descent algorithm for linear regression -- 1.3. Automatic gradient calculations and learning rate schedulers -- 1.4. Dataset...”

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Table of Contents: “... Segmentation Combined with Edge Loss 30 -- On the Optimal Combination of Cross-Entropy and Soft Dice Losses for Lesion Segmentation with Out-of-Distribution Robustness -- Capture the Devil in the Details via Partition-then-Ensemble on Higher Resolution Images...”

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Table of Contents: “... Residual Framework with Image Reconstruction for Medical Image retrieval -- Depth Estimation Using Sparse Depth And Transformer -- Analysis of Loss Functions for Image Reconstruction using Convolutional Autoencoder -- Fuzzy Entropy k-Plane Clustering Method...”

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