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cs.CV2020
FBNetV3: Joint Architecture-Recipe Search using Predictor Pretraining
Xiaoliang Dai, Alvin Wan, Peizhao Zhang +8
Neural Architecture Search (NAS) yields state-of-the-art neural networks that outperform their best manually-designed counterparts. However, previous NAS methods search for archite…
cs.CV2016
Deeply-Fused Nets
Jingdong Wang, Zhen Wei, Ting Zhang +1
In this paper, we present a novel deep learning approach, deeply-fused nets. The central idea of our approach is deep fusion, i.e., combine the intermediate representations of base…
cs.CV2016
DisturbLabel: Regularizing CNN on the Loss Layer
Lingxi Xie, Jingdong Wang, Zhen Wei +2
During a long period of time we are combating over-fitting in the CNN training process with model regularization, including weight decay, model averaging, data augmentation, etc. I…