学会発表・論文
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The IEEE/CVF Conference on Computer Vision and Pattern Recognition（CVPR2024）
Deep Single Image Camera Calibration by Heatmap Regression to Recover Fisheye Images Under Manhattan World Assumption
Nobuhiko Wakai, Satoshi Sato, Yasunori Ishii, Takayoshi Yamashita
Link: https://openaccess.thecvf.com/content/CVPR2024/html/Wakai_Deep_Single_Image_Camera_Calibration_by_Heatmap_Regression_to_Recover_CVPR_2024_paper.html
Project Page: https://github.com/panasonic-ai/manhattan-deep-calib
プレスリリース: [Panasonic Newsroom Japan] パナソニックHD、姿勢推定技術を応用した魚眼カメラ角度推定技術を開発 -
EEE/CVF Winter Conference on Applications of Computer Vision (WACV) 2024
Learning Intra-Class Multimodal Distributions With Orthonormal Matrices
Jumpei Goto, Yohei Nakata, Kiyofumi Abe, Yasunori Ishii, Takayoshi Yamashita
URL: https://openaccess.thecvf.com/content/WACV2024/html/Goto_Learning_Intra-Class_Multimodal_Distributions_With_Orthonormal_Matrices_WACV_2024_paper.html -
18th International Conference on Machine Vision Applications (MVA2023)
PALF: Pre-Annotation and Camera-LiDAR Late Fusion for the Easy Annotation of Point Clouds
Yucheng Zhang, Masaki Fukuda, Yasunori Ishii, Kyoko Ohshima, Takayoshi Yamashita
arXiv: https://arxiv.org/abs/2304.08591 -
Asian Conference on Computer Vision (ACCV) 2022
Few-shot Adaptive Object Detection with Cross-Domain CutMix
Yuzuru Nakamura, Yasunori Ishii, Yuki Maruyama and Takayoshi Yamashita
Link: https://openaccess.thecvf.com/content/ACCV2022/html/Nakamura_Few-shot_Adaptive_Object_Detection_with_Cross-Domain_CutMix_ACCV_2022_paper.html -
European Conference on Computer Vision (ECCV) 2022
Rethinking Generic Camera Models for Deep Single Image Camera Calibration to Recover Rotation and Fisheye Distortion
Nobuhiko Wakai, Satoshi Sato, Yasunori Ishii and Takayoshi Yamashita
arXiv: https://arxiv.org/abs/2111.12927
Project page: https://github.com/panasonic-ai/rethinking-generic-camera-models
プレスリリース: [Panasonic Newsroom Japan] AI・ロボティクス分野のトップカンファレンスECCV2022、およびIROS2022に論文採択 -
ECCV2022 Workshop AV4D: Visual Learning of Sounds in Spaces
Invisible-to-Visible: Privacy-Aware Human Segmentation using Airborne Ultrasound via Collaborative Learning Probabilistic U-Net
Risako Tanigawa, Yasunori Ishii, Kazuki Kozuka, Takayoshi Yamashita
Link: https://arxiv.org/abs/2205.05293 -
arXiv:2204.07280
Invisible-to-Visible: Privacy-Aware Human Instance Segmentation using Airborne Ultrasound via Collaborative Learning Variational Autoencoder
Risako Tanigawa, Yasunori Ishii, Kazuki Kozuka, Takayoshi Yamashita
Link: https://arxiv.org/abs/2204.07280 -
International Conference on Computer Vision(ICCV) Workhop "Interactive Labeling and Data Augmentation for Vision (ILDAV)"
CutDepth:Edge-aware Data Augmentation in Depth Estimation
Yasunori Ishii, Takayoshi Yamashita
Link: https://arxiv.org/abs/2107.07684 -
IEEE International Conference on Machine Vision and Applications (MVA) 2021
Lossless AI: Toward Guaranteeing Consistency between Inferences Before and After Quantization via Knowledge Distillation (Best Poster Award)
Tomoyuki Okuno, Yohei Nakata, Yasunori Ishii, and Sotaro Tsukizawa
Link: http://www.mva-org.jp/Proceedings/2021/papers/P1-9.pdf -
European Conference on Computer Vision(ECCV) Workshop "The Bright and Dark Sides of Computer Vision: Challenges and Opportunities for Privacy and Security (CV-COPS20)"
Privacy-Aware Face Recognition with Lensless Multi-Pinhole Camera
Yasunori Ishii, Takayoshi Yamashita, Satoshi Sato
Link: https://link.springer.com/chapter/10.1007/978-3-030-68238-5_35 -
International Conference on Computer Vision Theory and Applications (VISAPP) 2020
Simultaneous Visual Context-aware Path Prediction
Haruka Iesaki, Tsubasa Hirakawa, Takayoshi Yamashita, Hironobu Fujiyoshi, Yasunori Ishii, Kazuki Kozuka, Ryota Fujimura
Link: https://www.scitepress.org/Link.aspx?doi=10.5220/0008921307410748 -
IEEE/CVF International Conference on Computer Vision Workshop (ICCVW 2019)
Adherent Raindrop Removal with Self-Supervised Attention Maps and Spatio-Temporal Generative Adversarial Networks
Stefano Alletto, Casey Carlin, Luca Rigazio, Yasunori Ishii, Sotaro Tsukizawa
Link: http://openaccess.thecvf.com/content_ICCVW_2019/papers/ADW/Alletto_Adherent_Raindrop_Removal_with_Self-Supervised_Attention_Maps_and_Spatio-Temporal_Generative_ICCVW_2019_paper.pdf -
NeurIPS Workshop on Systems for ML and Open Source Software
Explain to Fix: A Framework to Interpret and Correct DNN Object Detector Predictions
Denis Gudovskiy, Alec Hodgkinson, Takuya Yamaguchi, Yasunori Ishii, Sotaro Tsukizawa
Link: https://arxiv.org/abs/1811.08011 -
3rd IAPR Asian Conference on Pattern Recognition (ACPR) 2015
Deep Learning using Heterogeneous Feature Maps for Maxout Networks
Yasunori Ishii, Reiko Hagawa, Sotaro Tsukizawa
Link: https://ieeexplore.ieee.org/document/7486545 -
3rd IAPR Asian Conference on Pattern Recognition (ACPR) 2015
Multi-staged Deep Learning with Created Coarse and Appended Fine Categories
Reiko Hagawa, Yasunori Ishii, Sotaro Tsukizawa
Link: https://ieeexplore.ieee.org/document/7486461
研究発表
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第25回 画像の認識・理解シンポジウム (MIRU2022)
Ultrasound-based Human Segmentation using Collaborative Learning Probabilistic U-Net
Risako Tanigawa, Yasunori Ishii, Kazuki Kozuka, Takayoshi Yamashita
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第25回 画像の認識・理解シンポジウム (MIRU2022)
Rethinking Generic Camera Models for Deep Single Image Camera Calibration to Recover Rotation and Fisheye Distortion
Nobuhiko Wakai, Satoshi Sato, Yasunori Ishii, Takayoshi Yamashita
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第25回 画像の認識・理解シンポジウム (MIRU2022)
Frame Shuffle: 時系列情報のシャッフルによる長期行動認識のためのデータ拡張
石坂 隼, 石井 育規(パナソニック) , Ehsan Adeli (Stanford Univ), 山下 隆義 (中部大), 小塚 和紀 (パナソニック)
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第25回 画像の認識・理解シンポジウム (MIRU2022)
クラス間距離を考慮した混合クラスの選択によるデータ拡張
藤井 駿伍 (中部大), 小塚 和紀, 石井 育規 (パナソニック), 平川 翼, 山下 隆義, 藤吉 弘亘 (中部大)
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第26回画像センシングシンポジウム(SSII2020) , IS2-10
ロスレスAI ‐量子化前後の推論結果同一性を担保した学習手法の検討‐
奥野 智行, 中田 洋平, 石井 育規, 築澤 宗太郎
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第22回画像の認識・理解シンポジウム (MIRU2019)
Biweight法を用いたノイズにロバストな画像生成
石井育規，藤村亮太，築澤宗太郎
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第22回画像の認識・理解シンポジウム (MIRU2019)
異なる条件に対応した秘匿画像を復元する条件付き変分オートエンコーダ
石井育規，山下隆義
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平成３０年度 電気・電子・情報関係学会 東海支部連合大会
Destination Network におけるネットワークモデルの検討
家崎遥，平川翼，山下隆義，藤吉弘宣（中部大），藤村亮太， 石井育規，築澤宗太郎
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第20回画像の認識理解シンポジウム (MIRU2017)
2D-QRNNを導入したDCNNによるセマンティックセグメンテーションの高精度化と高速化
古川 弘憲, 山下 隆義, 山内 悠嗣, 藤吉 弘亘, 石井 育規, 羽川 令子
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第22回画像センシングシンポジウム(SSII2016) , IS2-13
Convolutional-Recurrent Neural Network による自己運動識別
神谷 龍司, 川口 俊樹, 福井 宏, 石井 育規, 小塚 和紀, 羽川 令子, 築澤 宗太郎, 山内 悠嗣, 山下 隆義, 藤吉 弘亘