Search Results for author: Masaki Saito

Found 8 papers, 3 papers with code

PolMERLIN: Self-Supervised Polarimetric Complex SAR Image Despeckling with Masked Networks

no code implementations15 Jan 2024 Shunya Kato, Masaki Saito, katsuhiko Ishiguro, Sol Cummings

However, existing methods deal solely with single-polarization images and cannot handle the multi-polarization images captured by modern satellites.

Sar Image Despeckling

ChainerCV: a Library for Deep Learning in Computer Vision

2 code implementations28 Aug 2017 Yusuke Niitani, Toru Ogawa, Shunta Saito, Masaki Saito

Despite significant progress of deep learning in the field of computer vision, there has not been a software library that covers these methods in a unifying manner.

object-detection Object Detection +1

Temporal Generative Adversarial Nets with Singular Value Clipping

4 code implementations ICCV 2017 Masaki Saito, Eiichi Matsumoto, Shunta Saito

In this paper, we propose a generative model, Temporal Generative Adversarial Nets (TGAN), which can learn a semantic representation of unlabeled videos, and is capable of generating videos.

Video Generation

Transformation of Markov Random Fields for Marginal Distribution Estimation

no code implementations CVPR 2015 Masaki Saito, Takayuki Okatani

Although downsizing MRFs should directly reduce the computational cost, there is no systematic way of doing this, since it is unclear how to obtain the MRF energy for the downsized MRFs and also how to translate the estimates of their marginal distributions to those of the original MRFs.

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