Some candidates for Paddle Models repository. - Githubissues

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Officially maintained, supported by PaddlePaddle, including CV, NLP, Speech, Rec, TS, big models and so on.

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Some candidates for Paddle Models repository. #532

Closed lcy-seso closed 6 years ago

lcy-seso commented 6 years ago

We are going to find more partners to help us add more popular models into the Paddle Models repository. Here are some candidates. If anyone has any suggestion please comment this issue. Thank you.

Understanding / Generalization / Transfer

Distilling the knowledge in a neural network (2015), G. Hinton et al. [pdf]

Optimization / Training Techniques

Training very deep networks (2015), R. Srivastava et al. [pdf]

Convolutional Neural Network Models

Identity Mappings in Deep Residual Networks (2016), K. He et al. [pdf]

Segmentation

Fully convolutional networks for semantic segmentation (2015), J. Long et al. pdf

Image / Video

Show, attend and tell: Neural image caption generation with visual attention (2015), K. Xu et al. [pdf]
Show and tell: A neural image caption generator (2015), O. Vinyals et al. [pdf]

Natural Language Processing / RNNs

Teaching machines to read and comprehend (2015), K. Hermann et al. [pdf]
A convolutional neural network for modeling sentences (2014), N. Kalchbrenner et al. [pdf]
Distributed representations of words and phrases and their compositionality (2013), T. Mikolov et al. [pdf]

Mobile

SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and< 1MB model size (2016), F. Iandola et al. [pdf]

Classic Paper

Natural language processing (almost) from scratch (2011), R. Collobert et al. [pdf]
Stacked denoising autoencoders: Learning useful representations in a deep network with a local denoising criterion (2010), P. Vincent et al. [pdf]

shanyi15 commented 6 years ago

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