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I find out what's wrong with it, not every class samples exist in train.list, in other words some calsses only exist in test.list. use python code below to generate train.list and test.list and replace the old one. you will get validation acc around 0.75-0.85
import os
import random
root = "D:/DataSets/UCF-101"
def get_img_list(path):
return [os.path.join(path,x) for x in os.listdir(path) ]
train = open("train.list",'w+')
test = open("test.list",'w+')
dirs = get_img_list(root)
for idx,dir in enumerate(dirs):
d = get_img_list(dir)
random.shuffle(d)
b = 0.2 * len(d)
for i in range(len(d)):
print(d[i])
if i < b:
print("hell")
test.write(d[i])
test.write(" "+str(idx)+'\n')
else:
train.write(d[i])
train.write(" "+str(idx)+'\n')
print(idx)
train acc near 1 but validation acc lower than 0.1
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