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IamNN: Iterative and Adaptive Mobile Neural Network for Efficient Image Classification [article]

Sam Leroux, Pavlo Molchanov, Pieter Simoens, Bart Dhoedt, Thomas Breuel, Jan Kautz
2018 arXiv   pre-print
The resulting network is much smaller than the original network and can adapt the computational cost to the complexity of the input image.  ...  In this work we use these properties to design a network based on a ResNet but with parameter sharing and with adaptive computation time.  ...  We combined these two ideas of parameter sharing and adaptive computation time to design a building block for accurate deep neural networks with small model size and adaptive computational cost.  ... 
arXiv:1804.10123v1 fatcat:vkls76zzmjar3mfmufnxo53epi

Dynamic Neural Networks: A Survey [article]

Yizeng Han, Gao Huang, Shiji Song, Le Yang, Honghui Wang, Yulin Wang
2021 arXiv   pre-print
adaptive inference along the temporal dimension for sequential data such as videos and texts.  ...  architectures or parameters; 2) spatial-wise dynamic networks that conduct adaptive computation with respect to different spatial locations of image data and 3) temporal-wise dynamic models that perform  ...  Rather than skipping the execution of layers with independent parameters, iterative and adaptive mobile neural network (IamNN) [64] replaces multiple residual blocks in each ResNet stage by one block  ... 
arXiv:2102.04906v4 fatcat:zelspxwv6nel7kv2yu6ynakyuu

Goal-Driven Recurrent Neural Network Models of the Ventral Visual Stream [article]

Aran Nayebi, Javier Sagastuy-Brena, Daniel M. Bear, Kohitij Kar, Jonas Kubilius, Surya Ganguli, David Sussillo, James J. DiCarlo, Daniel L. K. Yamins
2021 bioRxiv   pre-print
We then compared these models to temporally fine-grained neural and behavioral recordings from primates to thousands of images.  ...  We found that ConvRNNs better matched these data than alternative models, including the deepest feedforward networks, on two metrics: 1) neural dynamics in V4 and inferotemporal (IT) cortex at late timepoints  ...  Iamnn: iterative and adaptive mobile neural network for efficient image 470 470 classification.  ... 
doi:10.1101/2021.02.17.431717 fatcat:pxxpa76365b7lcpxud7fygq5se