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caffe教程笔记《Blobs, Layers, and Nets》

發布時間:2023/12/10 44 豆豆
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Blobs: unified data, 抽象理解為caffe設計的標準格式的數據
Layers: data process,抽象理解為數據的處理
Nets: layer-by-layer schema,bottom-to-top.抽象理解為層之間的鏈接方式,由下至上

Blob storage and communication

blobs is a unified N-Dimensional array, and it can be used in store and process batches of images, model parameters, and derivatives for optimization.
for example:
(1) 4D blobs is the batch of image data, is N*K*W*H, the N is the num of the images and the K is the channels
(2) 2D blobs (shape (N, D)) and call the InnerProductLayer

Implementation Details

two trucks: data and diff原始數據與差值數據,前向的data和用于后向的diff
two ways: const and mutable常量與變量

Layer computation and connections

A layer takes input through bottom connections and makes output through top connections.

Net definition and operation

caffe model is a end-to-end model
end-to-end: 即輸入是原始數據、輸出是最終的loss,通過loss來反饋并修正網絡參數。沒有數據提取再輸入等過程。

Model format

The models are defined in plaintext protocol buffer schema (prototxt) while the learned models are serialized as binary protocol buffer (binaryproto) .caffemodel files.

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