caffe训练自己的数据

  1. 图像转为imdb格式
    用的是caffe/build/tools/里面的 convert_imageset,参数如下:

convert_imageset [FLAGS] ROOTFOLDER/ LISTFILE DB_NAME

FLAG:
-backend :lmdb/leveldb for storing the result, default: “lmdb”
-gray (When this option is on, treat images as grayscale ones) type: bool
default: false
-resize_height (Height images are resized to) type: int32 default: 0
-resize_width (Width images are resized to) type: int32 default: 0
-shuffle (Randomly shuffle the order of images and their labels) type: bool
default: false

参照例子,我写了一个shell文件 create.sh

#!/usr/bin/env sh
# This script converts the image data into leveldb/lmdb format.

TOOLS=/home/chuny/Downloads/caffe/build/tools
RESIZE_HEIGHT=256
RESIZE_WIDTH=256
DATADIR=/home/chuny/temp/datadir
DATA=/home/chuny/temp/data

echo "Creating train leveldb..."
GLOG_logtostderr=1 
$TOOLS/convert_imageset \
    --resize_height=$RESIZE_HEIGHT \
    --resize_width=$RESIZE_WIDTH \
    --shuffle \
    $DATADIR/ \
    $DATA/train.txt \
    $DATA/train_imdb 

echo "Creating val leveldb..."
GLOG_logtostderr=1 
$TOOLS/convert_imageset \
    --resize_height=$RESIZE_HEIGHT \
    --resize_width=$RESIZE_WIDTH \
    --shuffle \
    $DATADIR/ \
    $DATA/val.txt \
    $DATA/val_imdb 

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