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論文

Integration of 3D environment models generated from the sections of the image sequence based on the consistency of the estimated camera trajectories

松本 拓; 羽成 敏秀; 川端 邦明; 八代 大*; 中村 啓太*

Proceedings of 22nd World Congress of the International Federation of Automatic Control (IFAC 2023) (Internet), p.12107 - 12112, 2023/07

This paper describes a method that integrates Three-Dimensional (3D) environment models reconstructed from image sequences to reduce the computation time of 3D environment modeling that estimates camera poses and simultaneously reconstructs a 3D environment model from images based on photogrammetry. However, 3D environment modeling is time-consuming when using many images because it finds correspondence points between them by feature matching. Therefore, we assume that the computation time is reduced by reconstructing 3D environment models from image sequences divided from an image sequence because the number of images used in 3D environment modeling becomes less. However, it is difficult to integrate the 3D environment models because the scale between them may not be the same, and overlapping regions between 3D environment models are small for integrating the models. In this paper, we propose a method that integrates 3D environment models based on camera trajectories corresponding to overlapped images between image sequences used in 3D environment modeling. To integrate them, transformation parameters are calculated from poses of camera trajectories between 3D environment models. After that, the transformed camera trajectory is aligned using coarse and fine registration. Consequently, compared with 3D environment modeling that processes an image sequence in batch, the proposed method could reduce the computation time and reconstruct a comparable integrated model.

論文

Image selection method from image sequence to improve computational efficiency of 3D reconstruction; Application of robust threshold based on multimodal test to images

羽成 敏秀; 川端 邦明; 中村 啓太*

Proceedings of 22nd World Congress of the International Federation of Automatic Control (IFAC 2023) (Internet), p.11597 - 11602, 2023/07

本論文では、時系列画像に基づく立体復元の計算効率を向上させるための多峰性検出による画像選択手法について述べる。立体復元にかかる計算時間を低減するためには、時系列画像から適切な画像を選択する必要がある。そのため、画像選択過程において統計的な検定による多峰性検出を導入し、カメラから取得した画像間のオプティカルフローに基づく変位の健全性評価に適用した。その結果、立体復元の計算時間を低減するために、時系列画像から適した画像を抽出可能であることが示唆された。このことから、提案手法によって選択された画像群は、立体復元計算の効率的な実行に寄与できることを確認した。

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