activity
20162020
most citedJoint Multimodal Learning with Deep Generative Models

125 citations · 206 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CL2020

Character-level Japanese Text Generation with Attention Mechanism for Chest Radiography Diagnosis

Kenya Sakka, Kotaro Nakayama, Nisei Kimura +6

Chest radiography is a general method for diagnosing a patient's condition and identifying important information; therefore, radiography is used extensively in routine medical prac…

stat.ML2018★ 3 cited

Improving Bi-directional Generation between Different Modalities with Variational Autoencoders

Masahiro Suzuki, Kotaro Nakayama, Yutaka Matsuo

We investigate deep generative models that can exchange multiple modalities bi-directionally, e.g., generating images from corresponding texts and vice versa. A major approach to a…

cs.CV2017★ 13 cited

Okutama-Action: An Aerial View Video Dataset for Concurrent Human Action Detection

Mohammadamin Barekatain, Miquel Martí, Hsueh-Fu Shih +4

Despite significant progress in the development of human action detection datasets and algorithms, no current dataset is representative of real-world aerial view scenarios. We pres…

cs.CL2016★ 16 cited

Neural Machine Translation with Latent Semantic of Image and Text

Joji Toyama, Masanori Misono, Masahiro Suzuki +2

Although attention-based Neural Machine Translation have achieved great success, attention-mechanism cannot capture the entire meaning of the source sentence because the attention…

stat.ML2016★ 49 cited

Generative Adversarial Nets from a Density Ratio Estimation Perspective

Masatoshi Uehara, Issei Sato, Masahiro Suzuki +2

Generative adversarial networks (GANs) are successful deep generative models. GANs are based on a two-player minimax game. However, the objective function derived in the original m…

stat.ML2016★ 125 cited

Joint Multimodal Learning with Deep Generative Models

Masahiro Suzuki, Kotaro Nakayama, Yutaka Matsuo

We investigate deep generative models that can exchange multiple modalities bi-directionally, e.g., generating images from corresponding texts and vice versa. Recently, some studie…