Search Results for author: Samuel Felipe dos Santos

Found 6 papers, 0 papers with code

CNNs for JPEGs: A Study in Computational Cost

no code implementations20 Sep 2023 Samuel Felipe dos Santos, Nicu Sebe, Jurandy Almeida

In this paper, we propose a further study of the computational cost of deep models designed for the frequency domain, evaluating the cost of decoding and passing the images through the network.

Budget-Aware Pruning for Multi-Domain Learning

no code implementations14 Oct 2022 Samuel Felipe dos Santos, Rodrigo Berriel, Thiago Oliveira-Santos, Nicu Sebe, Jurandy Almeida

Nevertheless, the models are usually larger than the baseline for a single domain.

Less is More: Accelerating Faster Neural Networks Straight from JPEG

no code implementations1 Apr 2021 Samuel Felipe dos Santos, Jurandy Almeida

Most image data available are often stored in a compressed format, from which JPEG is the most widespread.

CNNs for JPEGs: A Study in Computational Cost

no code implementations26 Dec 2020 Samuel Felipe dos Santos, Nicu Sebe, Jurandy Almeida

In this paper, we propose a further study of the computational cost of deep models designed for the frequency domain, evaluating the cost of decoding and passing the images through the network.

Edge-computing Image Classification +1

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