Rei Kawakami

Research

Generalized feature learning

	PoF: Post-Training of Feature Extractor for Improving Generalization ICML 2022 Ikuro Sato, Ryota Yamada, Masayuki Tanaka, Nakamasa Inoue, Rei Kawakami paper code
	Feature Space Particle Inference for Neural Network Ensembles ICML 2022 Shingo Yashima, Teppei Suzuki, Kohta Ishikawa, Ikuro Sato, Rei Kawakami paper code
	Smooth Transfer Learning for Source-to-Target Generalization NeurIPS 2021 Workshop on Distribution Shifts Keita Takayama, Ikuro Sato, Teppei Suzuki, Rei Kawakami, Kuniaki Uto, Koishi Shinoda paper
	Analysis of evaluation metrics with the distance between positive pairs and negative pairs in deep metric learning MVA 2021 Hajime Oi, Rei Kawakami, Takeshi Nacmura paper
	Disentangling Latent Groups Of Factors ICIP 2021 Nakamasa Inoue, Ryota Yamada, Rei Kawakami, Ikuro Sato pdf
	Cross-connected Networks for Multi-task Learning of Detection and Segmentation ICIP 2019 Rei Kawakami, Ryota Yoshihashi, Seiichiro Fukuda, Shaodi You, Makoto Iida, Takeshi Naemura pdf

Anomaly detection

	Anomaly Detection Using Spatio-Temporal Context Learned by Video Clip Sorting IEICE 2022 Wen Shao, Rei Kawakami, and Takeshi Naemura Project page
	Open-set Recognition with Supervised Contrastive Learning MVA 2021 Y Kodama, Y Wang, R Kawakami, T Naemura paper
	Classification-Reconstruction Learning for Open-Set Recognition CVPR 2019 Ryota Yoshihashi, Wen Shao, Rei Kawakami, Shaodi You, Makoto Iida, and Takeshi Naemura Project page pdf
	Unsupervised Anomaly Detection with Compact Deep Features for Wind Turbine Blade Images Taken by a Drone CVA 2019 (Also presented at MVA 2019) Yinan Wang, Ryota Yoshihashi, Rei Kawakami, Shaodi You, Tohru Harano, Masahiko Ito, Katsura Komagome, Makoto Iida, Takeshi Naemura pdf

Forecasting/Generation

Pass Receiver Prediction in Soccer Using Video and Players' Trajectories

CVPR WS CVSports 2022

Yutaro Honda, Rei Kawakami, Ryota Yoshihashi, Kenta Kato, Takeshi Naemura

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RNN-based Motion Prediction in Competitive Fencing Considering Interaction between Players

BMVC 2020

Yutaro Honda, Rei Kawakami, Takeshi Naemura

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Object detection and classification

	Finding a Needle in a Haystack: Tiny Flying Object Detection in 4K Videos using a Joint Detection-and-Tracking Approach arXiv:2105.08253 (Revision of arXiv:1709.04666) R Yoshihashi, R Kawakami, S You, TT Trinh, M Iida, T Naemura paper
	Cattle detection and counting in UAV images based on convolutional neural networks IJRS 2019 Wen Shao, Rei Kawakami, Ryota Yoshihashi, Shaodi You, Hidemichi Kawase, Takeshi Naemura Project page pdf
	Pedestrian Detection with Motion Features via Two-stream ConvNets CVA 2018 Ryota Yoshihashi, Tu Tuan Trinh, Rei Kawakami, Shaodi You, Makoto Iida, and Takeshi Naemura pdf
	Differentiating Objects by Motion: Joint Detection and Tracking of Small Flying Objects arXiv:1709.04666 Ryota Yoshihashi, Tu Tuan Trinh, Rei Kawakami, Shaodi You, Makoto Iida, and Takeshi Naemura pdf
	Bird detection and species classification with time-lapse images around a wind farm: Dataset construction and evaluation Wind Energy 2017 (Journal ver. of ICIP+EWEA 2015) Ryota Yoshihashi, Rei Kawakami, Makoto Iida, and Takeshi Naemura pdf
	Bird Detection near Wind Turbines from High-resolution Video using LSTM Networks WWEC 2016 Tu Tuan Trinh, Ryota Yoshihashi, Rei Kawakami, Makoto Iida, and Takeshi Naemura pdf
	Combining deep features for object detection at various scales: Finding small birds in landscape images CVA 2016 (Journal ver. of ICIP 2016) Akito Takeki, Tu Tuan Trinh, Ryota Yoshihashi, Rei Kawakami, Makoto Iida, and Takeshi Naemura pdf
	Detection of small birds in large images by combining a deep detector with semantic segmentation ICIP 2016 Akito Takeki, Tu Tuan Trinh, Ryota Yoshihashi, Rei Kawakami, Makoto Iida, and Takeshi Naemura pdf
	Evaluation of bird detection using time-lapse images around a wind farm EWEA 2015 (Oral, 25% of accepted papers) Ryota Yoshihashi, Rei Kawakami, Makoto Iida, and Takeshi Naemura pdf
	Construction of a bird image dataset for ecological investigations ICIP 2015 Ryota Yoshihashi, Rei Kawakami, Makoto Iida, and Takeshi Naemura Project page

Waterdrop modeling

	Waterdrop stereo arXiv:1604.00730 2016 Shaodi You, Robby T. Tan, Rei Kawakami, Yasuhiro Mukaigawa and Katsushi Ikeuchi pdf
	Adherent raindrop: modeling, detection and removal in video PAMI 2015 (Journal ver. of CVPR 2013) Shaodi You, Robby T. Tan, Rei Kawakami, Yasuhiro Mukaigawa and Katsushi Ikeuchi pdf Project page
	Raindrop detection and removal from long range trajectories ACCV 2014 (Oral, 3.9% of accepted papers) Shaodi You, Robby T. Tan, Rei Kawakami, and Katsushi Ikeuchi Project page
	Adherent raindrop detection and removal in video CVPR 2013 Shaodi You, Robby T. Tan, Rei Kawakami, and Katsushi Ikeuchi Project page

Photometric modeling

	Camera spectral sensitivity and white balance estimation from sky images IJCV 2013 Rei Kawakami, Hongxun Zhao, Robby T. Tan, and Katsushi Ikeuchi Project page
	High-resolution hyperspectral imaging via matrix factorization CVPR 2011 Rei Kawakami, John Wright, Yu-Wing Tai, Yasuyuki Matsushita, Moshe Ben-Ezra, and Katsushi Ikeuchi Project page
	Estimating optical properties of layered surfaces using the spider model CVPR 2010 Tetsuro Morimoto, Robby T. Tan, Rei Kawakami, and Katsushi Ikeuchi pdf
	Accuracy of the spider model in decomposing layered surfaces CPCV 2011 Tetsuro Morimoto, Robby T. Tan, Rei Kawakami, and Katsushi Ikeuchi pdf
	Estimating Sunlight Polarization Using a Fish-eye Lens CVA 2009 Daisuke Miyazaki, Mahdi Ammar, Rei Kawakami, and Katsushi Ikeuchi pdf
	Color estimation from a single surface color CVPR 2009 Rei Kawakami and Katsushi Ikeuchi pdf
	Surface color estimation based on inter- and intra-pixel relationships in outdoor scenes CVPR 2010 Shun Hirose, Tsuyoshi Suenaga, Kentaro Takemura, Rei Kawakami, Jun Takamatsu, Tsukasa Ogasawara pdf
	Color constancy from blackbody illumination JOSA 2007 Rei Kawakami, Jun Takamatsu and Katsushi Ikeuchi pdf code
	Consistent surface color for texturing large objects in outdoor scenes ICCV 2005 Rei Kawakami, Robby T. Tan, and Katsushi Ikeuchi pdf
	Simple surface reflectance estimation of diffuse outdoor object using spherical images ACCV Workshop 2007 Sonoko Okura, Rei Kawakami, and Katsushi Ikeuchi pdf

Outdoor mixed reality

Outdoor gallery and its photometric issues

VRCAI 2010

Katsushi Ikeuchi, Takeshi Oishi, Masataka Kagesawa, Atsuhiko Banno, Rei Kawakami, Tetsuya Kakuta, Yasuhide Okamoto, and Boun Vinh Lu

pdf

Foreground and shadow occlusion handling for outdoor augmented reality

ISMAR 2010

Boun Vinh Lu, Tetsuya Kakuta, Rei Kawakami, Takeshi Oishi, and Katsushi Ikeuchi

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Detection of moving objects and cast shadows using a spherical vision camera for outdoor mixed reality

VRST 2008

Tetsuya Kakuta, Boun Vinh Lu, Rei Kawakami, Takeshi Oishi, Katsushi Ikeuchi

pdf

Miscellaneous

3D Digital Archive of the Burghers of Calais

VSMM 2006

Daisuke Miyazaki, Mawo Kamakura, Tomoaki Higo, Yasuhide Okamoto, Rei Kawakami, Takaaki Shiratori, Akifumi Ikari, Shintaro Ono, Yoshihiro Sato, Mina Oya, Masayuki Tanaka, Katsushi Ikeuchi, and Masanori Aoyagi

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Back

Research

Generalized feature learning

PoF: Post-Training of Feature Extractor for Improving Generalization

Feature Space Particle Inference for Neural Network Ensembles

Smooth Transfer Learning for Source-to-Target Generalization

Analysis of evaluation metrics with the distance between positive pairs and negative pairs in deep metric learning

Disentangling Latent Groups Of Factors

Cross-connected Networks for Multi-task Learning of Detection and Segmentation

Anomaly detection

Anomaly Detection Using Spatio-Temporal Context Learned by Video Clip Sorting

Open-set Recognition with Supervised Contrastive Learning

Classification-Reconstruction Learning for Open-Set Recognition

Unsupervised Anomaly Detection with Compact Deep Features for Wind Turbine Blade Images Taken by a Drone

Forecasting/Generation

Pass Receiver Prediction in Soccer Using Video and Players' Trajectories

RNN-based Motion Prediction in Competitive Fencing Considering Interaction between Players

Object detection and classification

Finding a Needle in a Haystack: Tiny Flying Object Detection in 4K Videos using a Joint Detection-and-Tracking Approach

Cattle detection and counting in UAV images based on convolutional neural networks

Pedestrian Detection with Motion Features via Two-stream ConvNets

Differentiating Objects by Motion: Joint Detection and Tracking of Small Flying Objects

Bird detection and species classification with time-lapse images around a wind farm: Dataset construction and evaluation

Bird Detection near Wind Turbines from High-resolution Video using LSTM Networks

Combining deep features for object detection at various scales: Finding small birds in landscape images

Detection of small birds in large images by combining a deep detector with semantic segmentation

Evaluation of bird detection using time-lapse images around a wind farm

Construction of a bird image dataset for ecological investigations

Waterdrop modeling

Waterdrop stereo

Adherent raindrop: modeling, detection and removal in video

Raindrop detection and removal from long range trajectories

Adherent raindrop detection and removal in video

Photometric modeling

Camera spectral sensitivity and white balance estimation from sky images

High-resolution hyperspectral imaging via matrix factorization

Estimating optical properties of layered surfaces using the spider model

Accuracy of the spider model in decomposing layered surfaces

Estimating Sunlight Polarization Using a Fish-eye Lens

Color estimation from a single surface color

Surface color estimation based on inter- and intra-pixel relationships in outdoor scenes

Color constancy from blackbody illumination

Consistent surface color for texturing large objects in outdoor scenes

Simple surface reflectance estimation of diffuse outdoor object using spherical images