Search Results for author: Andrea Frome

Found 6 papers, 3 papers with code

What Do Compressed Deep Neural Networks Forget?

2 code implementations13 Nov 2019 Sara Hooker, Aaron Courville, Gregory Clark, Yann Dauphin, Andrea Frome

However, this measure of performance conceals significant differences in how different classes and images are impacted by model compression techniques.

Fairness Interpretability Techniques for Deep Learning +4

Selective Brain Damage: Measuring the Disparate Impact of Model Pruning

no code implementations25 Sep 2019 Sara Hooker, Yann Dauphin, Aaron Courville, Andrea Frome

Neural network pruning techniques have demonstrated it is possible to remove the majority of weights in a network with surprisingly little degradation to top-1 test set accuracy.

Network Pruning

iCassava 2019 Fine-Grained Visual Categorization Challenge

5 code implementations8 Aug 2019 Ernest Mwebaze, Timnit Gebru, Andrea Frome, Solomon Nsumba, Jeremy Tusubira

Viral diseases are major sources of poor yields for cassava, the 2nd largest provider of carbohydrates in Africa. At least 80% of small-holder farmer households in Sub-Saharan Africa grow cassava.

Fine-Grained Visual Categorization

Attention for Fine-Grained Categorization

no code implementations22 Dec 2014 Pierre Sermanet, Andrea Frome, Esteban Real

This paper presents experiments extending the work of Ba et al. (2014) on recurrent neural models for attention into less constrained visual environments, specifically fine-grained categorization on the Stanford Dogs data set.

Zero-Shot Learning by Convex Combination of Semantic Embeddings

2 code implementations19 Dec 2013 Mohammad Norouzi, Tomas Mikolov, Samy Bengio, Yoram Singer, Jonathon Shlens, Andrea Frome, Greg S. Corrado, Jeffrey Dean

In other cases the semantic embedding space is established by an independent natural language processing task, and then the image transformation into that space is learned in a second stage.

Multi-label zero-shot learning

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