Network Transplanting
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Summary
A new distillation algorithm, namely back-distillation, is used to overcome specific challenges of network transplanting and breaks the typical bottleneck of learning a net for massive tasks and categories.
- Type
- preprint
- Published
- 2018-04-26
- Cited by
- 5
- References
- 42
- Access
- Open access
- OpenAlex
- https://openalex.org/W2798312966
- Semantic Scholar
- https://api.semanticscholar.org/CorpusID:13751812
Keywords
Bottleneck, Computer science, Task (project management), Transplanting, Modular design
References
- Very Deep Convolutional Networks for Large-Scale Image Recognition
- Distilling the Knowledge in a Neural Network
- Fully convolutional networks for semantic segmentation
- A convolutional neural network cascade for face detection
- Detect What You Can: Detecting and Representing Objects Using Holistic Models and Body Parts
- Gradient-based learning applied to document recognition
- Semantic contours from inverse detectors
- ImageNet classification with deep convolutional neural networks
- Deep Residual Learning for Image Recognition
- Deep Neural Decision Forests
- InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets
- Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer
- PathNet: Evolution Channels Gradient Descent in Super Neural Networks
- Opening the Black Box of Deep Neural Networks via Information
- Learning Transferable Architectures for Scalable Image Recognition
- Practical Network Blocks Design with Q-Learning
- beta-VAE: Learning Basic Visual Concepts with a Constrained Variational Framework
- Interpretable Convolutional Neural Networks
- Interpretable R-CNN
- Beyond Sparsity: Tree Regularization of Deep Models for Interpretability
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