Tensor Flow Defects
%20and%20examine%20its%20performance%20on%20a%20real%20defect%20detection%20application%20in%20one%20of%20the%20components%20of%20the%20ultrasonic%20sensors%20produced%20at%20Robert%20Bosch's%20manufacturing%20plants.%20Our%20quantum-inspired%20T-CNN%20operates%20on%20a%20reduced%20model%20parameter%20space%20to%20substantially%20improve%20the%20training%20speed%20and%20performance%20of%20an%20equivalent%20CNN%20model%20without%20sacrificing%20accuracy.%20More%20specifically%2C%20we%20demonstrate%20how%20T-CNNs%20are%20able%20to%20reach%20the%20same%20performance%20as%20classical%20CNNs%20as%20measured%20by%20quality%20metrics%2C%20with%20up%20to%20fifteen%20times%20fewer%20parameters%20and%204%25%20to%2019%25%20faster%20training%20times.%20Our%20results%20demonstrate%20that%20the%20T-CNN%20greatly%20outperforms%20the%20results%20of%20traditional%20human%20visual%20inspection%2C%20providing%20value%20in%20a%20current%20real%20application%20in%20manufacturing.)
![[Tutorial] Introduction to Tensors in TensorFlow : r/deeplearning](https://preview.redd.it/tutorial-introduction-to-tensors-in-tensorflow-v0-k9oci84pa9ha1.png?width=1000&format=png&auto=webp&s=99a95edcf44c45e79fe1cbb91c99a6456da17a12)
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