Questions tagged [resnet]
740 questions
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Tensorflow: Learning rate got saturated in resnet-56 after 50 epoches training, but test accuracy is still not satisfactory
I built a 56 layer residual network to train the CIFAR-10 dataset for image classification. Though it's the state-of-the-art network architecture, I get my model test accuracy as 79% at 10 epoches training.
The training dataset size is 49000, and…
Jiancong
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Why does the following python code give an accuracy of 0?
Dataset Source: https://www.kaggle.com/datasets/sovitrath/diabetic-retinopathy-224x224-gaussian-filtered
I saved it in my google drive.
The last output of the model training is:
Epoch 15/15
79/79 [==============================] - 15s 188ms/step -…
GAH
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Can you build a ResNet using the Pytorch Basic block alone?
I have been reading this article: https://dhruvs.space/posts/understanding-resnets/ to understand how ResNet50 is built.
I have seen people implementing ResNet50 using the Basic block alone. Like here:…
Amar
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How to calculate kernel dimensions from original image dimensions?
https://github.com/kuangliu/pytorch-cifar/blob/master/models/resnet.py
From reading https://www.cs.toronto.edu/~kriz/cifar.html the cifar dataset consists of images each with 32x32 dimension.
My understanding of code :
self.conv1 = nn.Conv2d(3, 6,…
blue-sky
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