Deep learning 高val_acc，但实际精度较低_Deep Learning_Keras_Conv Neural Network

Deep learning 高val_acc，但实际精度较低

deep-learning keras

Deep learning 高val_acc，但实际精度较低,deep-learning,keras,conv-neural-network,Deep Learning,Keras,Conv Neural Network,我一直在按照来自CNN的代码训练一个可以区分10种猴子的CNN。在培训阶段，我通过三个阶段取得了不错的成绩： Using TensorFlow backend. Found 1097 images belonging to 10 classes. Found 272 images belonging to 10 classes. Epoch 1/3 46/46 [==============================] - 24s 521ms/step - loss: 1.4526 - a

我一直在按照来自CNN的代码训练一个可以区分10种猴子的CNN。在培训阶段，我通过三个阶段取得了不错的成绩：

Using TensorFlow backend.
Found 1097 images belonging to 10 classes.
Found 272 images belonging to 10 classes.
Epoch 1/3
46/46 [==============================] - 24s 521ms/step - loss: 1.4526 - acc: 0.5644 - val_loss: 0.5665 - val_acc: 0.9688
Epoch 2/3
46/46 [==============================] - 20s 445ms/step - loss: 0.5706 - acc: 0.8983 - val_loss: 0.4078 - val_acc: 0.9375
Epoch 3/3
46/46 [==============================] - 21s 449ms/step - loss: 0.3696 - acc: 0.9447 - val_loss: 0.4832 - val_acc: 0.8438

然后我编写了一个预测脚本，它查看目录并根据保存的模型进行预测。我试着把它指向培训和验证文件夹，但这两个结果在大约16%的时间里都是正确的。为什么我的

val_acc

在训练期间看起来很高，但当我实际使用该模型进行预测时，它的性能很差

以下是预测循环：

inputSize=（3004003）
对于计数，枚举中的路径（所有图像）：
img=cv2.imread（路径）
img=cv2.resize（img，（inputSize[0]，inputSize[1]））
img=np.重塑（img，（1，inputSize[0]，inputSize[1]，inputSize[2]））
correct=path.split（os.path.sep）[-2]#从目录中获取标签
类=标签[model.predict（img）[0].argmax（axis=0]
如果args.show_predictions:#在窗口中显示预测
fontSize=0.8
黑色=（0,0,0）
白色=（255，255，255）
原点=cv2。调整大小（原点，（480480））
putText（源，“预测：{}.”格式（类），（0,20），
cv2.FONT_HERSHEY_SIMPLEX，fontSize，黑色，10）
putText（源，“预测：{}.”格式（类），（0,20），
cv2.FONT_HERSHEY_SIMPLEX，fontSize，白色，2）
cv2.putText（源，“答案：{}.”格式（正确），（0，源.shape[0]-10），
cv2.FONT_HERSHEY_SIMPLEX，fontSize，黑色，10）
cv2.putText（源，“答案：{}.”格式（正确），（0，源.shape[0]-10），
cv2.FONT_HERSHEY_SIMPLEX，fontSize，白色，2）
cv2.imshow（“预测”，来源）
如果cv2.waitKey（0）=ord（'q'）：
打破
如果args.verbose：
打印（'预测：{}-->答案：{}'。格式（类，正确））
如果类==正确：
总正确率+=1
计数器+=1
如果计数%verbosity==0：
打印（{}中的预测图像{}）。格式（计数，len（allImages）））
打印（'total correct:{}/{}-{}%'。格式（totalCorrect，counter，int（totalCorrect/counter*100）））
cv2.destroyAllWindows（）

基本上，它从目录中读取标签，并将其与我在脚本前面创建的

label

列表进行比较

在使用训练数据运行脚本时（我认为这会很高，因为它是在上面训练的），我得到：
是什么使训练时的准确度高，但在实践中却低
编辑：在详细模式下运行脚本：

Predicting image 0 out of 272 prediction: common_squirrel_monkey --> answer: bald_uakari prediction: bald_uakari --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: bald_uakari --> answer: bald_uakari prediction: japanese_macaque --> answer: bald_uakari prediction: japanese_macaque --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: white_headed_capuchin --> answer: bald_uakari prediction: bald_uakari --> answer: bald_uakari prediction: white_headed_capuchin --> answer: bald_uakari prediction: japanese_macaque --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: japanese_macaque --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey Predicting image 50 out of 272 prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: nilgiri_langur --> answer: common_squirrel_monkey prediction: japanese_macaque --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: white_headed_capuchin --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: pygmy_marmoset --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: nilgiri_langur --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: white_headed_capuchin --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: nilgiri_langur --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: japanese_macaque --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: japanese_macaque --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: japanese_macaque --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: pygmy_marmoset --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: japanese_macaque --> answer: japanese_macaque prediction: japanese_macaque --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: pygmy_marmoset --> answer: japanese_macaque prediction: japanese_macaque --> answer: japanese_macaque prediction: japanese_macaque --> answer: japanese_macaque Predicting image 100 out of 272 prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: japanese_macaque --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: japanese_macaque --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: japanese_macaque --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: white_headed_capuchin --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: white_headed_capuchin --> answer: nilgiri_langur Predicting image 150 out of 272 prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: japanese_macaque --> answer: patas_monkey prediction: nilgiri_langur --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: nilgiri_langur --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: nilgiri_langur --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: japanese_macaque --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: pygmy_marmoset --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset Predicting image 200 out of 272 prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: pygmy_marmoset --> answer: pygmy_marmoset prediction: japanese_macaque --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: japanese_macaque --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: nilgiri_langur --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: white_headed_capuchin --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: nilgiri_langur --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: japanese_macaque --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: nilgiri_langur --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: patas_monkey --> answer: silvery_marmoset prediction: japanese_macaque --> answer: silvery_marmoset prediction: japanese_macaque --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: japanese_macaque --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: white_headed_capuchin --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: white_headed_capuchin --> answer: white_headed_capuchin Predicting image 250 out of 272 prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: white_headed_capuchin --> answer: white_headed_capuchin prediction: white_headed_capuchin --> answer: white_headed_capuchin prediction: white_headed_capuchin --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: japanese_macaque --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: pygmy_marmoset --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: white_headed_capuchin --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin total correct: 41/272 - 15%

所以，事实证明，我使用了错误的通道输入模式。我使用的预先训练的网络是来自keras库的
resnet50
，它使用
caffe
c风格的输入
解决方案是从keras导入
preprocess_image（）
，然后运行

img=预处理图像（img）
另一个因素是我用
cv2.imread
加载图像。我不确定，但这可能使用了resnet50所需的错误通道格式。另一种方法是使用keras'
load\u img（）
函数

结论：val_acc在训练期间通常是正确的。如果您的预测精度很差，则可能是数据输入问题
如果您可以在详细模式下运行代码并显示这一行的输出将非常有用：
print（'prediction:{}-->answer:{}'。format（classes，correct））
@KiraMichiru，刚刚将详细输出添加到问题中。看起来大多数时候都是完全错误的。奇怪的是，
val_acc
和
acc
都很高，但当我尝试测量它时，这两组数据的准确性都很差：c输出显示，您实际上得到了不同的预测，但是，预测远不是随机的。你几乎总是得到普通的松鼠猴作为预言，这很奇怪。接下来，试着直接输出
model.predict（img）
，看看你是否也能看到一个类被高度预测过高的相同模式。
Predicting image 0 out of 272 prediction: common_squirrel_monkey --> answer: bald_uakari prediction: bald_uakari --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: bald_uakari --> answer: bald_uakari prediction: japanese_macaque --> answer: bald_uakari prediction: japanese_macaque --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: white_headed_capuchin --> answer: bald_uakari prediction: bald_uakari --> answer: bald_uakari prediction: white_headed_capuchin --> answer: bald_uakari prediction: japanese_macaque --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: japanese_macaque --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: bald_uakari prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey Predicting image 50 out of 272 prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: common_squirrel_monkey --> answer: black_headed_night_monkey prediction: nilgiri_langur --> answer: common_squirrel_monkey prediction: japanese_macaque --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: white_headed_capuchin --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: pygmy_marmoset --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: nilgiri_langur --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: white_headed_capuchin --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: nilgiri_langur --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: common_squirrel_monkey prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: japanese_macaque --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: japanese_macaque --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: japanese_macaque --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: pygmy_marmoset --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: japanese_macaque --> answer: japanese_macaque prediction: japanese_macaque --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: pygmy_marmoset --> answer: japanese_macaque prediction: japanese_macaque --> answer: japanese_macaque prediction: japanese_macaque --> answer: japanese_macaque Predicting image 100 out of 272 prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: japanese_macaque --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: japanese_macaque --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: japanese_macaque prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: japanese_macaque --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: mantled_howler prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: white_headed_capuchin --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: white_headed_capuchin --> answer: nilgiri_langur Predicting image 150 out of 272 prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: nilgiri_langur prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: japanese_macaque --> answer: patas_monkey prediction: nilgiri_langur --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: nilgiri_langur --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: nilgiri_langur --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: japanese_macaque --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: pygmy_marmoset --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: patas_monkey prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset Predicting image 200 out of 272 prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: pygmy_marmoset --> answer: pygmy_marmoset prediction: japanese_macaque --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: japanese_macaque --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: nilgiri_langur --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: common_squirrel_monkey --> answer: pygmy_marmoset prediction: white_headed_capuchin --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: nilgiri_langur --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: japanese_macaque --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: nilgiri_langur --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: patas_monkey --> answer: silvery_marmoset prediction: japanese_macaque --> answer: silvery_marmoset prediction: japanese_macaque --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: japanese_macaque --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: silvery_marmoset prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: white_headed_capuchin --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: white_headed_capuchin --> answer: white_headed_capuchin Predicting image 250 out of 272 prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: white_headed_capuchin --> answer: white_headed_capuchin prediction: white_headed_capuchin --> answer: white_headed_capuchin prediction: white_headed_capuchin --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: japanese_macaque --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: pygmy_marmoset --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: white_headed_capuchin --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin prediction: common_squirrel_monkey --> answer: white_headed_capuchin total correct: 41/272 - 15%