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論文

Investigation of the influence of the magnitude of camera vibration on 3D reconstruction results by photogrammetry based on simulation

中村 啓太*; 羽成 敏秀; 今渕 貴志; 川端 邦明

Proceedings of 2024 IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM 2024), p.7 - 8, 2024/07

写真測量法は、対象物を撮影した複数の画像から3次元的に復元する技術である。実際の撮影では、対象物を撮影するカメラの画角に振動が発生し、写真測量に適した画像を撮影できず、対象物を復元できない場合がある。そこで、この振動をシミュレーション上で乱数を用いて実装し、振動の大きさが写真測量法で得られる復元結果に与える影響を検証した。検証の結果、振動の大きさと3次元復元の成功率との関係が示された。

論文

Estimated camera trajectory-based integration among local 3D models sequentially generated from image sequences by SfM-MVS

松本 拓; 羽成 敏秀; 川端 邦明; 中村 啓太*; 八代 大*

Artificial Life and Robotics, 29(2), p.358 - 371, 2024/05

This paper describes a three-dimensional (3D) modeling method for sequentially and spatially understanding situations in unknown environments from an image sequence acquired from a camera. The proposed method chronologically divides the image sequence into sub-image sequences by the number of images, generates local 3D models from the sub-image sequences by the Structure from Motion and Multi-View Stereo (SfM-MVS), and integrates the models. Images in each sub-image sequence partially overlap with previous and subsequent sub-image sequences. The local 3D models are integrated into a 3D model using transformation parameters computed from a camera trajectory estimated by the SfM-MVS. In our experiment, we quantitatively compared the quality of integrated models with a 3D model generated from all images in a batch and the computational time to obtain these models using three real data sets acquired from a camera. Consequently, the proposed method can generate a quality integrated model that is compared with a 3D model using all images in a batch by the SfM-MVS and reduce the computational time.

論文

Rail DRAGON: Long-reach Bendable Modularized Rail Structure for Constant Observation inside PCV

横村 亮太*; 後藤 雅貴*; 吉田 健人*; 割澤 伸一*; 羽成 敏秀; 川端 邦明; 福井 類*

IEEE Robotics and Automation Letters (Internet), 9(4), p.3275 - 3282, 2024/04

 被引用回数:0 パーセンタイル:0.00(Robotics)

廃炉作業におけるロボットの遠隔操作のエラーを低減するため、作業環境を常時観察できるRail DRAGONを開発した。Rail DRAGONは、原子炉格納容器(PCV)内に長尺の軌道構造体(レールモジュール)を組み立てて押し込み、そのレール上に複数台のモニタリングロボットを繰り返し配置することで構築され、高放射線環境下での常時監視を可能にしたものである。特に、Rail DRAGONの構成要素である屈曲可能なレールモジュール、直線状のレールモジュール、基部ユニット、モニタリングロボットを開発した。具体的には、可搬性・作業性に優れた超長尺多関節構造物の実現手法を提案・実証している。また、処分を考慮しつつ、容易に展開・交換が可能な観測機器の展開手法を提案し、その実現可能性を検証する。

論文

A Study on the effects of photogrammetry by the camera angle of view using computer simulation

中村 啓太; 羽成 敏秀; 松本 拓; 川端 邦明; 八代 大*

Journal of Robotics and Mechatronics, 36(1), p.115 - 124, 2024/02

During the decommissioning activities, a movie was shot inside the reactor building during the investigation of the primary containment vessel by applying photogrammetry, which is one of the methods for three-dimensional (3D) reconstruction from images, to the images from this movie, it is feasible to perform 3D reconstruction of the environment around the primary containment vessel. However, the images from this movie may not be suitable for 3D reconstruction because they were shot remotely by robots owing to limited illumination, high-dose environments, etc. Moreover, photogrammetry has the disadvantage of easily changing 3D reconstruction results by simply changing the shooting conditions. Therefore, this study investigated the accuracy of the 3D reconstruction results obtained by photogrammetry with changes in the camera angle of view under shooting conditions. In particular, we adopted 3D computer graphics software to simulate shooting target objects for 3D reconstruction in a dark environment while illuminating them with light for application in decommissioning activities. The experimental results obtained by applying artificial images generated by simulation to the photogrammetry method showed that more accurate 3D reconstruction results can be obtained when the camera angle of view is neither too wide nor too narrow when the target objects are shot and surrounded. However, the results showed that the accuracy of the obtained results is low during linear trajectory shooting when the camera angle of view is wide.

論文

Integration of multiple partial point clouds based on estimated parameters in photogrammetry with QR codes

馬場 啓多*; 渡部 有隆*; 中村 啓太*; 松本 拓; 羽成 敏秀; 川端 邦明

Proceedings of 29th International Symposium on Artificial Life and Robotics (AROB 29th 2024) (Internet), p.751 - 756, 2024/01

This study proposes a partial-to-partial point cloud registration method based on estimated parameters in photogrammetry and QR code. Some research and development on Generating a 3D map of the workspace by photogrammetric methods have been proposed for the decommissioning work at the Fukushima Daiichi Nuclear Power Plant. Photogrammetry is a method for 3D reconstruction of the location and shape of target objects from many images, and the processing time depends on the number of images. Considering the reconstruction of a large area, the number of images increases, and processing time also increases significantly. To reduce such computational time, this study considers applying SfM-MVS (Structure from Motion and Multi-View Stereo), which is one of the photogrammetry methods, to each segmented image group, aligning each obtained result, integrating them, and creating a model of the entire space. This alignment is called partial-to-partial registration and it is difficult to find the correspondence points for registration. Therefore, we place markers such as QR codes in the target reconstruction space to make it easy to find the correspondence points. We adopt the QR code as a 2D code because it is easy to reconstruct by photogrammetry. In this paper, we discuss the validity of this approach by comparing it with the integrated model using all images applying SfM-MVS. We verify the validation of the proposed method by simulation due to the large number of images and the ease of modifying the environment. The experiment about varying the number of image divisions shows that the reconstruction result from all images is more accurate than the integrated result. However, all of these models have high reconstruction accuracy. Moreover, the accuracy of the integrated model does not depend on the number of divisions.

論文

Automatic system for sequential reconstruction from image sequences acquired from a camera by SfM-MVS

松本 拓; 羽成 敏秀; 川端 邦明; 八代 大*; 中村 啓太*

Proceedings of 2023 IEEE International Conference on Robotics and Biomimetics (IEEE ROBIO 2023) (Internet), 7 Pages, 2023/12

This paper describes an automatic system that performs three-dimensional (3D) modeling from image sequences acquired from a camera during a survey to understand the state of the environment sequentially. The developed system sequentially generates local 3D models from image sequences acquired from a camera by the Structure from Motion and Multi-View Stereo (SfM-MVS) and integrates the models. This system, consisting of a camera, a computer, and storage, handles streaming, image acquisition, 3D modeling, and integration processes. The system is designed to perform each process in parallel while performing image acquisition. Local 3D models are integrated based on the similarity of camera trajectories, which correspond to overlapped images in each sequence, estimated from SfM. Our experiments verified the operation of the developed system from the image acquisition to the integration of local 3D models in two cases. Consequently, we confirmed that an integrated model could be generated by automatically executing each process in the system through experiments.

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。

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

3D reconstruction considering calculation time reduction for linear trajectory shooting and accuracy verification with simulator

中村 啓太; 羽成 敏秀; 川端 邦明; 馬場 啓多*

Artificial Life and Robotics, 28(2), p.352 - 360, 2023/02

In photogrammetry, when each image captures the features of the target object for 3D reconstruction, a more highly accurate 3D reconstruction can be obtained in a shorter time from a small number of images. For this reason, effective images for 3D reconstruction must be selected. We generate test images by constructing a virtual environment and changing the shooting conditions based on the simulation for this image selection. In particular, we focus on linear trajectory shooting, in which the camera moves on a straight rail and obtains images. We verify the 3D reconstruction considering the calculation time reduction based on effective image selection. The experimental result shows that the camera pose estimation can be improved by using images obtained at multiple shooting angles in the case of linear trajectory shooting. The additional experimental result reveals that the calculation time for the reconstruction result is reduced by applying the images selected at regular intervals.

論文

Automatic process for 3D environment modeling from acquired image sequences

松本 拓; 羽成 敏秀; 川端 邦明; 八代 大*; 中村 啓太*

Proceedings of 28th International Symposium on Artificial Life and Robotics (AROB 28th 2023) (Internet), p.768 - 773, 2023/01

This paper reports on an automatic process for 3D environmental modeling from acquired image sequences. We have studied methods of 3D environment modeling to understand unknown environments. However, 3D environment modeling using acquired image sequences is a time-consuming task. When 3D environment modeling is performed using image sequences acquired in an unknown environment, the generated models do not always produce the expected result. Therefore, we consider that the quality of the generated 3D environment models could be quickly verified by realizing the sequential presentation of the generated models. To verify the effectiveness of the automatic process, we implemented it under different execution environments. Consequently, the automatic process could generate a 3D environment model from acquired image sequences.

論文

Verification for scaling 3D reconstruction result from images based on 2D code size in linear trajectory shooting

中村 啓太; 馬場 啓多*; 羽成 敏秀; 川端 邦明

Proceedings of 2022 IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM 2022), p.1497 - 1498, 2022/07

Although the three-dimensional (3D) reconstruction result obtained by structure from motion and multi-view stereo from an image can visually confirm whether 3D reconstruction is achieved, it is not possible to scale the obtained 3D reconstruction result. Therefore, we verify whether the 3D reconstruction can be scaled based on the size of the two-dimensional (2D) code by simultaneously performing a 3D reconstruction of its target and its code whose size is known. Experimental results show that the scaled 3D reconstruction is highly accurate according to the size of the reconstructed 2D code.

論文

Image selection method from image sequence to improve computational efficiency of 3D reconstruction; Analysis of inter-image displacement based on optical flow for evaluating 3D reconstruction performance

羽成 敏秀; 川端 邦明; 中村 啓太

Proceedings of 2022 IEEE/SICE International Symposium on System Integration (SII 2022) (Internet), p.1041 - 1045, 2022/01

 被引用回数:7 パーセンタイル:97.46(Computer Science, Interdisciplinary Applications)

本稿では、時系列画像からの立体復元計算を効率に行うための画像選択法について述べる。立体復元計算の効率を向上させるためには、時系列画像から適切な画像を選択する必要がある。そこで本研究では、遠隔操作ロボットに搭載されたカメラから得られた画像間の変位に基づくしきい値を検討した。その結果、提案手法は時系列画像からオプティカルフローに基づくしきい値を設定することで、効率的な立体復元のために適切な画像を選択できることが確認された。これにより、重複画像や類似度の高い画像を除外して効率的な立体復元を行うことで、計算コストを削減できることが示唆された。

論文

3D reconstruction considering calculation time reduction for linear trajectory shooting

中村 啓太; 羽成 敏秀; 川端 邦明

Proceedings of 27th International Symposium on Artificial Life and Robotics (AROB 27th 2022) (Internet), p.771 - 775, 2022/01

画像からの三次元復元において、画像枚数が少なくても、各画像が三次元復元の対象物の特徴を捉えていれば、短時間で高精度な三次元復元を実現できることが知られている。そこで、三次元復元に有効な画像を選択するために、シミュレーションによる仮想環境の構築と撮影条件の変更により、画像選択のためのテストデータを生成することが考えられる。本研究では、直線レール上をカメラが移動して画像を撮影する場合に着目し、この場合における、三次元復元にかかる計算時間短縮を考慮した有効な画像選択条件をシミュレーションにより調査・検証する。

論文

Verification for 3D reconstruction of stairs using artificial image data

中村 啓太; 馬場 啓多*; 吉川 拓真*; 羽成 敏秀; 川端 邦明; 松本 拓

New Trends in Intelligent Software Methodologies, Tools and Techniques; Frontiers in Artificial Intelligence and Applications, Vol.355, p.427 - 438, 2022/00

It is generally difficult to measure complex shapes such as stairs with high accuracy for indoor environment scanning by the robot. Therefore, we consider the 3D (three-dimensional) reconstruction of stairs using SfM (Structure from Motion) and MVS (Multi-View Stereo) which perform 3D reconstruction from images acquired by the robot vision. In this study, we verify whether it is possible to acquire a 3D reconstruction result of stairs by using images shot while ascending and descending the stairs as input to the reconstruction method. To calculate the accuracy of the reconstruction result, we use 3D computer graphics software to generate artificial image data to be applied to the 3D reconstruction. Experimental results show that 3D reconstruction results of the stairs are more accurate by applying both images shot when ascending and descending stairs to the 3D reconstruction methods.

論文

An Image selection method from image sequence collected by remotely operated robot for efficient 3D reconstruction

羽成 敏秀; 川端 邦明; 中村 啓太*; 成瀬 継太郎*

Proceedings of International Workshop on Nonlinear Circuits, Communications and Signal Processing (NCSP 2020) (Internet), p.242 - 245, 2020/02

本発表では、遠隔操作ロボットによって収集された時系列画像から効率的な立体復元を実現するための画像選定手法を提案する。提案手法は、画像間で求められるオプティカルフローに基づいて立体復元の計算に適した画像を選択する。この提案手法を用いて、移動と停止を繰り返す遠隔操作ロボットによって記録された時系列画像から立体復元に適切な画像を選択できることを確認した。その結果、提案手法で選択された比較的少数の画像で立体復元を効率的に実行できることを実証した。

論文

Fast in-situ mesh generation using Orb-SLAM2 and OpenMVS

Wright, T.*; 羽成 敏秀; 川端 邦明; Lennox, B.*

Proceedings of 17th International Conference on Ubiquitous Robots (UR 2020) (Internet), p.315 - 321, 2020/00

In exploratory robotics for nuclear decommissioning, environmental understanding is key. Sites such as Fukushima Daiichi Power Station and Sellafield often use manually controlled or semi-autonomous vehicles for exploration and monitoring of assets. In many cases, robots have limited sensing capabilities such as a single camera to provide video to the operators. These limitations can cause issues, where a lack of data about the environment and limited understanding of depth within the image can lead to a mis-understanding of asset state or potential damage being caused to the robot or environment. This work aims to aid operators by using the limited sensors provided i.e. a single monocular camera, to allow estimates of the robot's surrounding environments to be generated in situ without having to off load large amounts of data for processing. This information can then be displayed as a mesh and manipulated in 3D to improve the operator awareness. Due to the target environment for operation being radioactive, speed is prioritised over accuracy, due to the damaging effects radiation can cause to electronics. In well lit environments images can be overlaid onto the meshes to improve the operators understanding and add detail to the mesh. From the results it has been found that 3D meshes of an environment/object can be generated in an acceptable time frame, less than 5 minutes. This differs from many current methods which require offline processing due to heavy computational requirement of Photogrammetry, or are far less informative giving data as raw point clouds, which can be hard to interpret. The proposed technique allows for lower resolution meshes good enough for avoiding collisions within an environment to be generated during a mission due to it's speed of generation, however there are still several issues which need to be solved before such a technique is ready for deployment.

論文

Development of a laser chipping technique combined with water jet for retrieval of fuel debris at Fukushima Daiichi Nuclear Power Station

山田 知典; 武部 俊彦*; 石塚 一平*; 大道 博行*; 羽成 敏秀; 柴田 卓弥; 大森 信哉*; 黒澤 孝一*; 佐々木 豪*; 中田 正宏*; et al.

Journal of Nuclear Science and Technology, 56(12), p.1171 - 1179, 2019/12

 被引用回数:1 パーセンタイル:9.69(Nuclear Science & Technology)

福島第一原子力発電所の炉内構造物及び燃料デブリ取り出しに向けて、レーザーとウォータージェットを組み合わせたはつり除去技術の開発を行った。金属を対象とした除去能力を評価するため、5.5kWの連続発振のファイバーレーザーとパルス噴射のウォータージェットを組み合わせて加工中の様子を観察した。

論文

Development of a GUI-based operation system for building a 3D point cloud classifier

谷藤 祐太; 川端 邦明; 羽成 敏秀

Proceedings of 2019 IEEE Region Ten Conference (TENCON 2019) (Internet), p.36 - 40, 2019/10

This paper describes a Graphical User Interface (GUI) based operation system for building a classifier based on deep learning and verifying its categorization performance. Currently, we build a structure discrimination method based on deep learning with 3D point cloud to support status awareness of the operator of remotely controlled robot. For building a powerful classifier, the operations like "collection of learning data", "construction of architecture" and "creation of learning model "are done by trial and error. Therefore, we consider to develop a system to make such complicated operations easier and more efficiently. In this paper, we describe about required functions for helping such operations and explain developed a prototype system in detail.

論文

3D environment reconstruction based on images obtained by reconnaissance task in Fukushima Daiichi Nuclear Power Station

羽成 敏秀; 川端 邦明

E-Journal of Advanced Maintenance (Internet), 11(2), p.99 - 105, 2019/09

福島第一原子力発電所の廃炉作業において、作業を円滑に進めるために原子炉建屋内の状態を把握することは重要である。本発表では、廃炉作業の作業環境を認識するために時系列画像に基づいた環境の立体復元について報告する。立体復元手法であるStructure from Motion (SfM)を用いて、東京電力ホールディングスのHP上で公開されている原子炉格納容器(PCV)内の調査動画から得られた時系列画像に対して立体復元を試みた。視認性向上のため、SfMにより得られた3次元形状データに対してMulti-View Stereo (MVS)を用いた後処理も併せて行った。その結果、SfMにより時系列画像から構造物の部分的な立体復元が可能であること、MVSにより視認性の向上が可能であることが示された。

論文

ロボットの実証試験; 楢葉遠隔技術開発センター

羽成 敏秀; 川端 邦明

金属, 89(7), p.582 - 588, 2019/07

日本原子力研究開発機構では、福島第一原子力発電所の廃炉作業を推進するために、廃炉作業に必要な遠隔技術の開発および遠隔操作習熟訓練の支援を目的とする楢葉遠隔技術開発センターを整備して2016年4月より運用を開始している。本稿では、楢葉遠隔技術開発センターの取り組みについて紹介する。

95 件中 1件目~20件目を表示