##### Bag of Tricks for Image Classification with Convolutional Neural Networks
Much of the recent progress made in image classification research can be credited to training procedure refinements, such as changes in data augmentations and optimization methods. In the literature, however, most refinements are either briefly mentioned as implementation details or only visible in source code. In this paper, we will examine a collection of such refinements and empirically evaluate their impact on the final model accuracy through ablation study. We will show that, by combining these refinements together, we are able to improve various CNN models significantly. For example, we raise ResNet-50's top-1 validation accuracy from 75.3% to 79.29% on ImageNet. We will also demonstrate that improvement on image classification accuracy leads to better transfer learning performance in other application domains such as object detection and semantic segmentation.
###### Authors

Are you an author of this paper? Check the Twitter handle we have for you is correct.

###### Subcategory

#1. Which part of the paper did you read?

#2. The paper contains new data or analyses that is openly accessible?
#3. The conclusion is supported by the data and analyses?
#4. The conclusion is of scientific interest?
#5. The result is likely to lead to future research?

User:
Repo:
Stargazers:
0
Forks:
0
Open Issues:
0
Network:
0
Subscribers:
0
Language:
None
Views:
0
Likes:
0
Dislikes:
0
Favorites:
0
0
###### Other
Sample Sizes (N=):
Inserted:
Words Total:
Words Unique:
Source:
Abstract:
None
12/04/18 06:05PM
6,347
2,056
###### Tweets
JoshuaKhan_007: [1812.01187] Bag of Tricks for Image Classification with Convolutional Neural Networks - https://t.co/d38tFmhlOi 🖥 📣
arxiv_pop: 2018/12/03 投稿 1位 CV(Computer Vision and Pattern Recognition) Bag of Tricks for Image Classification with Convolutional Neural Networks https://t.co/0staHEoNBy 9 Tweets 34 Retweets 93 Favorites
ak_eapen: Bag of Tricks for Image Classification with Convolutional Neural Networks https://t.co/zbROBvI3ES
alxcnwy: I really enjoyed this “Bag of Tricks for Image Classification with Convolutional Neural Networks” - surprising that mixup works at all, nevermind so well! https://t.co/1askPWF7dR
Mapio: "Bag of Tricks" https://t.co/TqskeD8ia2 quite a statement on the discipline…
nskm_m: RT @yuyu2172: Cosine Learning Rate Schedulingが有効なのはOpen Imagesのコンペで確認していたけど、他のデータセットでも有効なんですね https://t.co/JWQOVRv2Tv
yuyu2172: Cosine Learning Rate Schedulingが有効なのはOpen Imagesのコンペで確認していたけど、他のデータセットでも有効なんですね https://t.co/JWQOVRv2Tv
GamerGeekNews: Cornell University Library: Bag of Tricks for Image Classification with Convolutional Neural Networks https://t.co/uEjy6DstZF #machinelearning #NeuralNetworks
reddit_ml: [R] Bag of Tricks for Image Classification with Convolutional Neural Networks https://t.co/2FMh75in4i
PanpsySchism: RT @Miles_Brundage: "Bag of Tricks for Image Classification with Convolutional Neural Networks," Xie et al.: https://t.co/sIz0tx8gUp
yasserglez: RT @Miles_Brundage: "Bag of Tricks for Image Classification with Convolutional Neural Networks," Xie et al.: https://t.co/sIz0tx8gUp
J_P_Raymond: RT @Miles_Brundage: "Bag of Tricks for Image Classification with Convolutional Neural Networks," Xie et al.: https://t.co/sIz0tx8gUp
robotic_hands: RT @Miles_Brundage: "Bag of Tricks for Image Classification with Convolutional Neural Networks," Xie et al.: https://t.co/sIz0tx8gUp
EricSchles: RT @Miles_Brundage: "Bag of Tricks for Image Classification with Convolutional Neural Networks," Xie et al.: https://t.co/sIz0tx8gUp
imenurok: Bag of Tricks for Image Classification with Convolutional Neural Networks https://t.co/Z6oZgOVnuh
quidpr: RT @Miles_Brundage: "Bag of Tricks for Image Classification with Convolutional Neural Networks," Xie et al.: https://t.co/sIz0tx8gUp
Quebec_AI: RT @Miles_Brundage: "Bag of Tricks for Image Classification with Convolutional Neural Networks," Xie et al.: https://t.co/sIz0tx8gUp
PerthMLGroup: RT @Miles_Brundage: "Bag of Tricks for Image Classification with Convolutional Neural Networks," Xie et al.: https://t.co/sIz0tx8gUp
truba_news: RT @Miles_Brundage: "Bag of Tricks for Image Classification with Convolutional Neural Networks," Xie et al.: https://t.co/sIz0tx8gUp
AssistedEvolve: RT @Miles_Brundage: "Bag of Tricks for Image Classification with Convolutional Neural Networks," Xie et al.: https://t.co/sIz0tx8gUp
ComputerPapers: Bag of Tricks for Image Classification with Convolutional Neural Networks. https://t.co/XDRw80DwDH
sandmangil: RT @Miles_Brundage: "Bag of Tricks for Image Classification with Convolutional Neural Networks," Xie et al.: https://t.co/sIz0tx8gUp
cghosh_: RT @Miles_Brundage: "Bag of Tricks for Image Classification with Convolutional Neural Networks," Xie et al.: https://t.co/sIz0tx8gUp
desertnaut: RT @Miles_Brundage: "Bag of Tricks for Image Classification with Convolutional Neural Networks," Xie et al.: https://t.co/sIz0tx8gUp
EldarSilver: RT @Miles_Brundage: "Bag of Tricks for Image Classification with Convolutional Neural Networks," Xie et al.: https://t.co/sIz0tx8gUp
awaldock: RT @Miles_Brundage: "Bag of Tricks for Image Classification with Convolutional Neural Networks," Xie et al.: https://t.co/sIz0tx8gUp
MatRazor: RT @Miles_Brundage: "Bag of Tricks for Image Classification with Convolutional Neural Networks," Xie et al.: https://t.co/sIz0tx8gUp
russell_lliu: RT @Miles_Brundage: "Bag of Tricks for Image Classification with Convolutional Neural Networks," Xie et al.: https://t.co/sIz0tx8gUp
goloskokovic: RT @Miles_Brundage: "Bag of Tricks for Image Classification with Convolutional Neural Networks," Xie et al.: https://t.co/sIz0tx8gUp
Montreal_AI: RT @Miles_Brundage: "Bag of Tricks for Image Classification with Convolutional Neural Networks," Xie et al.: https://t.co/sIz0tx8gUp
nova77t: RT @Miles_Brundage: "Bag of Tricks for Image Classification with Convolutional Neural Networks," Xie et al.: https://t.co/sIz0tx8gUp
ceobillionaire: RT @Miles_Brundage: "Bag of Tricks for Image Classification with Convolutional Neural Networks," Xie et al.: https://t.co/sIz0tx8gUp
treasured_write: RT @Miles_Brundage: "Bag of Tricks for Image Classification with Convolutional Neural Networks," Xie et al.: https://t.co/sIz0tx8gUp
BlyNotes: RT @Miles_Brundage: "Bag of Tricks for Image Classification with Convolutional Neural Networks," Xie et al.: https://t.co/sIz0tx8gUp
BrundageBot: Bag of Tricks for Image Classification with Convolutional Neural Networks. Junyuan Xie, Tong He, Zhi Zhang, Hang Zhang, Zhongyue Zhang, and Mu Li https://t.co/Okg3XWuhlS
linkoffate: RT @Miles_Brundage: "Bag of Tricks for Image Classification with Convolutional Neural Networks," Xie et al.: https://t.co/sIz0tx8gUp
Miles_Brundage: "Bag of Tricks for Image Classification with Convolutional Neural Networks," Xie et al.: https://t.co/sIz0tx8gUp