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    ํˆฌ๋ช…ํ•œ ๋งค์งˆ์—์„œ์˜ ๊ด‘ ๊ฒฝ๋กœ ๋ถ„์„์„ ์ด์šฉํ•œ ์ง‘์•ฝ์  3์ฐจ์› ๋””์Šคํ”Œ๋ ˆ์ด

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    ํ•™์œ„๋…ผ๋ฌธ (๋ฐ•์‚ฌ)-- ์„œ์šธ๋Œ€ํ•™๊ต ๋Œ€ํ•™์› : ์ „๊ธฐยท์ปดํ“จํ„ฐ๊ณตํ•™๋ถ€, 2017. 2. ์ด๋ณ‘ํ˜ธ.๋ณธ ๋ฐ•์‚ฌํ•™์œ„ ๋…ผ๋ฌธ์—์„œ๋Š” ๊ด‘ํ•™์ ์œผ๋กœ ํˆฌ๋ช…ํ•œ ๋งค์งˆ์—์„œ์˜ ๊ด‘ ๊ฒฝ๋กœ ๋ถ„์„์„ ๋ฐ”ํƒ•์œผ๋กœ ์ง‘์•ฝ์ ์ธ 3์ฐจ์› ๋””์Šคํ”Œ๋ ˆ์ด ์‹œ์Šคํ…œ์„ ๊ตฌํ˜„ํ•˜๋Š” ์ ‘๊ทผ ๋ฐฉ๋ฒ•์— ๋Œ€ํ•˜์—ฌ ๋…ผ์˜ํ•œ๋‹ค. 3์ฐจ์› ์˜์ƒ ์žฅ์น˜๋ฅผ ๊ตฌ์„ฑํ•˜๋Š” ์š”์†Œ์™€ ์‹œ์ฒญ์ž ์‚ฌ์ด์˜ ๋ฌผ๋ฆฌ์ ์ธ ๊ฑฐ๋ฆฌ๋ฅผ ์ค„์ด๋Š” ๊ฒƒ์€ ์ง‘์•ฝ์ ์ธ 3์ฐจ์› ๋””์Šคํ”Œ๋ ˆ์ด ์‹œ์Šคํ…œ์„ ๊ตฌํ˜„ํ•˜๋Š” ์ง๊ด€์ ์ธ ๋ฐฉ๋ฒ•์ด๋‹ค. ๋˜ํ•œ, ๊ธฐ์กด ์‹œ์Šคํ…œ์˜ ํฌ๊ธฐ๋ฅผ ์œ ์ง€ํ•˜๋ฉด์„œ ๋” ๋งŽ์€ ์–‘์˜ 3์ฐจ์› ์˜์ƒ ์ •๋ณด๋ฅผ ํ‘œํ˜„ํ•˜๋Š” ๊ฒƒ ๋˜ํ•œ ์ง‘์•ฝ์  3์ฐจ์› ๋””์Šคํ”Œ๋ ˆ์ด ์‹œ์Šคํ…œ์„ ์˜๋ฏธํ•œ๋‹ค. ๋†’์€ ๋Œ€์—ญํญ๊ณผ ์ž‘์€ ๊ตฌ์กฐ๋ฅผ ๊ฐ€์ง„ ์ง‘์•ฝ์  3์ฐจ์› ๋””์Šคํ”Œ๋ ˆ์ด ์‹œ์Šคํ…œ์„ ๊ตฌํ˜„ํ•˜๊ธฐ ์œ„ํ•˜์—ฌ ๋‹ค์Œ์˜ ๋‘ ๊ฐ€์ง€ ๊ด‘ํ•™ ํ˜„์ƒ์„ ์ด์šฉํ•œ๋‹ค. ๋“ฑ๋ฐฉ์„ฑ ๋ฌผ์งˆ์—์„œ์˜ ์ „๋ฐ˜์‚ฌ ํŠน์„ฑ๊ณผ ์ด๋ฐฉ์„ฑ ๋ฌผ์งˆ์—์„œ์˜ ๋ณต๊ตด์ ˆ ํŠน์„ฑ์ด๋‹ค. ๊ฐ€์‹œ๊ด‘ ์˜์—ญ์—์„œ ๋น›์„ ํˆฌ๊ณผ์‹œํ‚ค๋Š” ๋‘ ๋งค์งˆ์˜ ๊ณ ์œ  ๊ด‘ํ•™ ํŠน์„ฑ์„ ๊ธฐ์กด์˜ 3์ฐจ์› ๋””์Šคํ”Œ๋ ˆ์ด ์‹œ์Šคํ…œ์— ์ ์šฉํ•˜๊ธฐ ์œ„ํ•˜์—ฌ ๊ด‘ ๊ฒฝ๋กœ ์ถ”์ ์„ ํ†ตํ•˜์—ฌ ๋ถ„์„ํ•œ๋‹ค. ๊ด‘ ๋„ํŒŒ๋กœ์˜ ์ „๋ฐ˜์‚ฌ ํŠน์„ฑ์€ ์ง‘์•ฝ์  ๋‹ค์ค‘ ํˆฌ์‚ฌ 3์ฐจ์› ๋””์Šคํ”Œ๋ ˆ์ด ์‹œ์Šคํ…œ์„ ๊ตฌํ˜„ํ•˜๊ธฐ ์œ„ํ•˜์—ฌ ์‚ฌ์šฉํ•œ๋‹ค. ํˆฌ์‚ฌ ๊ด‘ํ•™๊ณ„์˜ ์˜์ƒ ์ •๋ณด๋Š” ๊ด‘ ๋„ํŒŒ๋กœ๋กœ ์ž…์‚ฌ, ๋‚ด๋ถ€์—์„œ ์ „๋ฐ˜์‚ฌ๋ฅผ ํ†ตํ•˜์—ฌ ์ง„ํ–‰ํ•˜๊ณ , ์ด์— ์ˆ˜ํ‰ ํˆฌ์‚ฌ ๊ฑฐ๋ฆฌ๋Š” ๊ด‘ ๋„ํŒŒ๋กœ์˜ ๋‘๊ป˜๋กœ ์ œํ•œ๋œ๋‹ค. ๋‹ค์ˆ˜์˜ ์ „๋ฐ˜์‚ฌ ์ดํ›„ ์˜์ƒ ์ •๋ณด๋Š” ๊ด‘ ๋„ํŒŒ๋กœ์˜ ์ถœ์‚ฌ ๋ฉด์„ ํ†ตํ•ด ๋น ์ ธ๋‚˜๊ฐ€๊ณ , ๋ Œ์ฆˆ์— ์˜ํ•˜์—ฌ ์ตœ์  ์‹œ์ฒญ ์ง€์ ์—์„œ ์‹œ์ ์„ ํ˜•์„ฑํ•œ๋‹ค. ๊ด‘ ๋„ํŒŒ๋กœ ๋‚ด๋ถ€์—์„œ์˜ ๊ด‘ ๊ฒฝ๋กœ๋ฅผ ๋“ฑ๊ฐ€ ๋ชจ๋ธ์„ ํ†ตํ•˜์—ฌ ์กฐ์‚ฌํ•˜๊ณ , ์ด๋ฅผ ํ†ตํ•ด ๋‹ค์ˆ˜์˜ ํˆฌ์‚ฌ ๊ด‘ํ•™๊ณ„๋กœ๋ถ€ํ„ฐ ์ƒ์„ฑ๋œ ๋‹ค์ˆ˜์˜ ์‹œ์  ์˜์ƒ์ด ์™œ๊ณก๋˜๋Š” ๊ฒƒ์„ ๋ถ„์„ํ•˜๊ณ  ๋ณด์ •ํ•œ๋‹ค. 10๊ฐœ์˜ ์‹œ์ ์„ ์ œ๊ณตํ•˜๋Š” ์ง‘์•ฝ์  ๋‹ค์ค‘ ํˆฌ์‚ฌ 3์ฐจ์› ๋””์Šคํ”Œ๋ ˆ์ด ์‹œ์Šคํ…œ์„ ํ†ตํ•ด ์ œ์•ˆ๋œ ๋ฐฉ๋ฒ•์„ ๊ฒ€์ฆํ•œ๋‹ค. ํ–ฅ์ƒ๋œ ๋Œ€์—ญํญ ํŠน์„ฑ์„ ๊ฐ€์ง„ ๋‹ค์ค‘ ํˆฌ์‚ฌ 3์ฐจ์› ๋””์Šคํ”Œ๋ ˆ์ด์™€ ๋‹ค์ค‘ ์ดˆ์  ํ—ค๋“œ ๋งˆ์šดํŠธ ๋””์Šคํ”Œ๋ ˆ์ด ๊ตฌํ˜„์„ ์œ„ํ•œ ์ด๋ฐฉ์„ฑ ํŒ์„ ์ด์šฉํ•œ ํŽธ๊ด‘ ๋‹ค์ค‘ํ™” ๋ฐฉ๋ฒ•์„ ์ œ์•ˆํ•œ๋‹ค. ๋น›์˜ ํŽธ๊ด‘ ์ƒํƒœ, ์ด๋ฐฉ์„ฑ ํŒ์˜ ๊ด‘์ถ• ๋ฐฉํ–ฅ์— ๋”ฐ๋ผ ๊ด‘ ๊ฒฝ๋กœ๊ฐ€ ๋‹ฌ๋ผ์ง„๋‹ค. ์ธก๋ฉด ๋ฐฉํ–ฅ์œผ๋กœ์˜ ๊ด‘ ๊ฒฝ๋กœ ์ „ํ™˜์€ ๋‹ค์ค‘ ํˆฌ์‚ฌ 3์ฐจ์› ๋””์Šคํ”Œ๋ ˆ์ด ๊ธฐ์ˆ ๊ณผ ๊ฒฐํ•ฉํ•˜์—ฌ ์‹œ์ ์„ ์ธก๋ฉด ๋ฐฉํ–ฅ์œผ๋กœ ๋‘ ๋ฐฐ๋กœ ์ฆ๊ฐ€์‹œํ‚จ๋‹ค. ๊นŠ์ด ๋ฐฉํ–ฅ์œผ๋กœ์˜ ๊ด‘ ๊ฒฝ๋กœ ์ „ํ™˜์€ ํ—ค๋“œ ๋งˆ์šดํŠธ ๋””์Šคํ”Œ๋ ˆ์ด์—์„œ ๋‹ค์ค‘ ์ดˆ์  ๊ธฐ๋Šฅ์„ ๊ตฌํ˜„ํ•œ๋‹ค. ๊ด‘ ๊ฒฝ๋กœ ์ถ”์  ์‹œ๋ฎฌ๋ ˆ์ด์…˜์„ ํ†ตํ•ด ์ด๋ฐฉ์„ฑ ํŒ์˜ ๋ชจ์–‘, ๊ด‘์ถ•, ํŒŒ์žฅ ๋“ฑ์˜ ๋‹ค์–‘ํ•œ ํŒŒ๋ผ๋ฏธํ„ฐ ๋ณ€ํ™”์— ๋”ฐ๋ฅธ ๊ด‘ ๊ฒฝ๋กœ ์ „ํ™˜์„ ๋ถ„์„ํ•œ๋‹ค. ๊ฐ๊ฐ์˜ ๊ธฐ๋Šฅ์— ๋งž๋„๋ก ์„ค๊ณ„๋œ ์ด๋ฐฉ์„ฑ ํŒ๊ณผ ํŽธ๊ด‘ ํšŒ์ „์ž๋ฅผ ์‹ค์‹œ๊ฐ„์œผ๋กœ ๊ฒฐํ•ฉํ•˜์—ฌ, ๋‹ค์ค‘ ํˆฌ์‚ฌ 3์ฐจ์› ๋””์Šคํ”Œ๋ ˆ์ด์™€ ๋‹ค์ค‘ ์ดˆ์  ํ—ค๋“œ ๋งˆ์šดํŠธ ๋””์Šคํ”Œ๋ ˆ์ด์˜ ๋Œ€์—ญํญ์ด 2๋ฐฐ ์ฆ๊ฐ€ํ•œ๋‹ค. ๊ฐ ์‹œ์Šคํ…œ์— ๋Œ€ํ•œ ์‹œ์ž‘ํ’ˆ์„ ์ œ์ž‘ํ•˜๊ณ , ์ œ์•ˆ๋œ ๋ฐฉ๋ฒ•์„ ์‹คํ—˜์ ์œผ๋กœ ๊ฒ€์ฆํ•œ๋‹ค. ๋ณธ ๋…ผ๋ฌธ์—์„œ๋Š” ๊ด‘ ๋„ํŒŒ๋กœ์™€ ๋ณต๊ตด์ ˆ ๋ฌผ์งˆ์„ ์ด์šฉํ•˜์—ฌ ๊ทธ ๊ด‘ ๊ฒฝ๋กœ๋ฅผ ๋ถ„์„, ๋Œ€ํ˜•์˜ ๋‹ค์ค‘ ํˆฌ์‚ฌ 3์ฐจ์› ๋””์Šคํ”Œ๋ ˆ์ด ์‹œ์Šคํ…œ๊ณผ ๊ฐœ์ธ ์‚ฌ์šฉ์ž์˜ ํ—ค๋“œ ๋งˆ์šดํŠธ ๋””์Šคํ”Œ๋ ˆ์ด ์‹œ์Šคํ…œ์˜ ํฌ๊ธฐ๋ฅผ ๊ฐ์†Œ์‹œํ‚ค๊ณ , ํ‘œํ˜„ ๊ฐ€๋Šฅํ•œ ์ •๋ณด๋Ÿ‰์„ ์ฆ๊ฐ€์‹œํ‚ค๋Š” ๋ฐฉ๋ฒ•์„ ์ œ์•ˆํ•œ๋‹ค. ๊ด‘ ๋„ํŒŒ๋กœ์™€ ์ด๋ฐฉ์„ฑ ํŒ์€ ๊ธฐ์กด์˜ 3์ฐจ์› ๋””์Šคํ”Œ๋ ˆ์ด ์‹œ์Šคํ…œ๊ณผ ์‰ฝ๊ฒŒ ๊ฒฐํ•ฉ์ด ๊ฐ€๋Šฅํ•˜๋ฉฐ, ์ œ์•ˆ๋œ ๋ฐฉ๋ฒ•์€ ํ–ฅํ›„ ์†Œํ˜•๋ฟ๋งŒ ์•„๋‹ˆ๋ผ ์ค‘๋Œ€ํ˜• 3์ฐจ์› ๋””์Šคํ”Œ๋ ˆ์ด ์‹œ์Šคํ…œ์˜ ์ง‘์•ฝํ™”์— ๊ธฐ์—ฌํ•  ์ˆ˜ ์žˆ์„ ๊ฒƒ์œผ๋กœ ๊ธฐ๋Œ€๋œ๋‹ค.This dissertation investigates approaches for realizing compact three-dimensional (3D) display systems based on optical path analysis in optically transparent medium. Reducing the physical distance between 3D display apparatuses and an observer is an intuitive method to realize compact 3D display systems. In addition, it is considered compact 3D display systems when they present more 3D data than conventional systems while preserving the size of the systems. For implementing compact 3D display systems with high bandwidth and minimized structure, two optical phenomena are investigated: one is the total internal reflection (TIR) in isotropic materials and the other is the double refraction in birefringent crystals. Both materials are optically transparent in visible range and ray tracing simulations for analyzing the optical path in the materials are performed to apply the unique optical phenomenon into conventional 3D display systems. An optical light-guide with the TIR is adopted to realize a compact multi-projection 3D display system. A projection image originated from the projection engine is incident on the optical light-guide and experiences multiple folds by the TIR. The horizontal projection distance of the system is effectively reduced as the thickness of the optical light-guide. After multiple folds, the projection image is emerged from the exit surface of the optical light-guide and collimated to form a viewing zone at the optimum viewing position. The optical path governed by the TIR is analyzed by adopting an equivalent model of the optical light-guide. Through the equivalent model, image distortion for multiple view images in the optical light-guide is evaluated and compensated. For verifying the feasibility of the proposed system, a ten-view multi-projection 3D display system with minimized projection distance is implemented. To improve the bandwidth of multi-projection 3D display systems and head-mounted display (HMD) systems, a polarization multiplexing technique with the birefringent plate is proposed. With the polarization state of the image and the direction of optic axis of the birefringent plate, the optical path of rays varies in the birefringent material. The optical path switching in the lateral direction is applied in the multi-projection system to duplicate the viewing zone in the lateral direction. Likewise, a multi-focal function in the HMD is realized by adopting the optical path switching in the longitudinal direction. For illuminating the detailed optical path switching and the image characteristic such as an astigmatism and a color dispersion in the birefringent material, ray tracing simulations with the change of optical structure, the optic axis, and wavelengths are performed. By combining the birefringent material and a polarization rotation device, the bandwidth of both the multi-projection 3D display and the HMD is doubled in real-time. Prototypes of both systems are implemented and the feasibility of the proposed systems is verified through experiments. In this dissertation, the optical phenomena of the TIR and the double refraction realize the compact 3D display systems: the multi-projection 3D display for public and the multi-focal HMD display for individual. The optical components of the optical light-guide and the birefringent plate can be easily combined with the conventional 3D display system and it is expected that the proposed method can contribute to the realization of future 3D display systems with compact size and high bandwidth.Chapter 1 Introduction 10 1.1 Overview of modern 3D display providing high quality 3D images 10 1.2 Motivation of this dissertation 15 1.3 Scope and organization 18 Chapter 2 Compact multi-projection 3D displays with optical path analysis of total internal reflection 20 2.1 Introduction 20 2.2 Principle of compact multi-projection 3D display system using optical light-guide 23 2.2.1 Multi-projection 3D display system 23 2.2.2 Optical light-guide for multi-projection 3D display system 26 2.2.3 Analysis on image characteristics of projection images in optical light-guide 34 2.2.4 Pre-distortion method for view image compensation 44 2.3 Implementation of prototype of multi-projection 3D display system with reduced projection distance 47 2.4 Summary and discussion 52 Chapter 3 Compact multi-projection 3D displays with optical path analysis of double refraction 53 3.1 Introduction 53 3.2 Principle of viewing zone duplication in multi-projection 3D display system 57 3.2.1 Polarization-dependent optical path switching in birefringent crystal 57 3.2.2 Analysis on image formation through birefringent plane-parallel plate 60 3.2.3 Full-color generation of dual projection 64 3.3 Implementation of prototype of viewing zone duplication of multi-projection 3D display system 68 3.3.1 Experimental setup for viewing zone duplication of multi-projection 3D display system 68 3.3.2 Luminance distribution measurement of viewing zone duplication of multi-projection 3D display system 74 3.4 Summary and discussion 79 Chapter 4 Compact multi-focal 3D HMDs with optical path analysis of double refraction 81 4.1 Introduction 81 4.2 Principle of multi-focal 3D HMD system 86 4.2.1 Multi-focal 3D HMD system using Savart plate 86 4.2.2 Astigmatism compensation by modified Savart plate 89 4.2.3 Analysis on lateral chromatic aberration of extraordinary plane 96 4.2.4 Additive type compressive light field display 101 4.3 Implementation of prototype of multi-focal 3D HMD system 104 4.4 Summary and discussion 112 Chapter 5 Conclusion 114 Bibliography 117 Appendix 129 ์ดˆ ๋ก 130Docto

    Tracking people within groups with rgb-d data

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    Abstract-This paper proposes a very fast and robust multi-people tracking algorithm suitable for mobile platforms equipped with a RGB-D sensor. Our approach features a novel depth-based sub-clustering method explicitly designed for detecting people within groups or near the background and a three-term joint likelihood for limiting drifts and ID switches. Moreover, an online learned appearance classifier is proposed, that robustly specializes on a track while using the other detections as negative examples. Tests have been performed with data acquired from a mobile robot in indoor environments and on a publicly available dataset acquired with three RGB-D sensors and results have been evaluated with the CLEAR MOT metrics. Our method reaches near state of the art performance and very high frame rates in our distributed ROS-based CPU implementation

    Electron-optical cameras with ultrahigh time resolution in one and two spatial dimensions

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    Modern lithographic techniques applied to stereographic imaging

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    The main aim of the research has been to produce and evaluate a high-quality diffusion screen to display projected film and television images. The screens have also been found to effectively de-pixelate LCD arrays viewed at a magnification of approximately 4x. The production process relies on the formation of localized refractive index gradients in a photopolymer. The photopolymer, specially formulated and supplied by Du Pont, is exposed to actinic light through a precision contact mask to initiate polymerization within the exposed areas. As polymerization proceeds, a monomer concentration gradient exists between the exposed and unexposed regions allowing the monomer molecules to diffuse. Since the longer polymer chains do not diffuse as readily, the molecular concentration of the material, which is related to its refractive index, is then no longer uniform. The generation of this refractive index profile can, to some extent, be controlled by careful exposure of the photopolymer through the correct mask so that the resulting diffusion screen can be tailored to suit specific viewing requirements. [Continues.

    Optimized Distance Measurement with 3D-CMOS Image Sensor and Real Time Processing of the 3D Data for Applications in Automotive and Safety Engineering

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    This thesis describes and characterizes an advanced range camera for the distance range from 2 m to 25 m and novel real-time 3D image processing algorithms for object detection, tracking and classification on the basis of the three-dimensional features of the camera output data. The technology is based on a 64x8 pixel array CMOS image sensor which is capable of capturing three-dimensional images. This is accomplished by executing indirect time of flight measurement of NIR laser pulses emitted by the camera and reflected by the objects in the field of view of the camera. An analytic description of the measurement signals and a derivation of the distance measuring algorithms are conducted in this thesis as well as a comparative examination of the distance measuring algorithms by calculation, simulation and experiments; in doing so, the MDSI3 algorithm showed the best results over the whole measurement range and is thus chosen as standard method of the distance measuring system. A camera prototype was developed with a measurement accuracy in the centimeter range at an image repetition rate up to 100 Hz; a detailed evaluation of the components and of the over-all system is presented. Main aspects are the characterization of the time critical measurement signals, of the system noise, and of the distance measuring capabilities. Furthermore this thesis introduces novel real-time image processing of the output data stream of the camera aiming at the detection of objects being located in the observed area and the derivation of reliable position, speed and acceleration estimates. The used segmentation algorithm utilizes all three spatial dimensions of the position information as well as the intensity values and thus yields significant improvement compared to segmentation in conventional 2D images. Position, velocity, and acceleration values of the segmented objects are estimated by means of Kalman filtering in 3D space. The filter is dynamically adapted to the measurement properties of the according object to take care of changes of the data properties. The good performance of the image processing algorithms is presented by means of example scenes.Optimierte Entfernungsmessung mit 3D-CMOS Bildsensor und Echtzeit-Verarbeitung der 3D-Daten fรผr Anwendungen in der Automobil- und Sicherheitstechnik Diese Arbeit beschreibt und charakterisiert eine neu entwickelte Entfernungskamera fรผr Reichweiten von 2 m bis 25 m und spezielle 3D-Echtzeit-Bildverarbeitungsalgorithmen zum Detektieren, Tracken und Klassifizieren von Objekten auf der Grundlage der dreidimensionalen Kameradaten. Die Technologie basiert auf einem 64x8 Pixel CMOS Bildsensor, welcher im Stande ist, dreidimensionale Szenen zu erfassen. Dies wird mittels indirekter Laufzeitmessung von NIR Laserpulsen, die von der Kamera ausgesandt und an Objekten im Blickfeld der Kamera reflektiert werden, realisiert. Eine analytische Beschreibung der Messsignale und eine darauf aufbauende Herleitung der verschiedenartigen Entfernungsmessungsalgorithmen wird in dieser Arbeit ebenso durchgefhrt, wie die vergleichende Betrachtung der Entfernungsmessungsalgorithmen durch Rechnung, Simulation und Experimente; dabei zeigt der MDSI3-Algorithmus die besten Ergebnisse รผber den gesamten Messbereich, und wird deshalb zum Standardalgorithmus des Entfernungsmesssystems. Ein Kameraprototyp mit Messgenauigkeiten im cm-Bereich bei einer Bildwiederholrate bis zu 100 Hz wurde entwickelt; eine detaillierte Evaluierung der Komponenten und des Systems ist hier beschrieben. Hauptaspekte sind dabei die Charakterisierung der zeitkritischen Messsignale, des Systemrauschens und der Entfernungsmesseigenschaften. Desweiteren wird in dieser Arbeit die neu entwickelte Echtzeit-Bildverarbeitung des Kameradatenstroms vorgestellt, die auf die Detektion von Objekten im Beobachtungsbereich und die verlรคssliche Ermittlung von Positions-,Geschwindigkeits- und Beschleunigungsschtzwerten abzielt. Der dabei verwendete Segmentierungsalgorithmus nutzt alle drei Dimensionen der Positionsmesswerte kombiniert mit den Intensitรคtswerten der Messsignale, und liefert so eine signifikante Verbesserung im Vergleich zur Segmentierung in konventionellen 2D Bildern. Position, Geschwindigkeit und Beschleunigung werden mit Hilfe eines Kalman-Filters im 3-dimensionalen Raum geschรคtzt. Das Filter passt sich dynamisch den Messbedingungen des jeweils gemessenen Objekts an, und berรผcksichtigt so Verรคnderungen der Dateneigenschaften. Die Leistungsfรคhigkeit der Bildverarbeitungsalgorithmen wird anhand von Beispielszenen demonstriert

    Robust perception of humans for mobile robots RGB-depth algorithms for people tracking, re-identification and action recognition

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    Human perception is one of the most important skills for a mobile robot sharing its workspace with humans. This is not only true for navigation, because people have to be avoided differently than other obstacles, but also because mobile robots must be able to truly interact with humans. In a near future, we can imagine that robots will be more and more present in every house and will perform services useful to the well-being of humans. For this purpose, robust people tracking algorithms must be exploited and person re-identification techniques play an important role for allowing robots to recognize a person after a full occlusion or after long periods of time. Moreover, they must be able to recognize what humans are doing, in order to react accordingly, helping them if needed or also learning from them. This thesis tackles these problems by proposing approaches which combine algorithms based on both RGB and depth information which can be obtained with recently introduced consumer RGB-D sensors. Our key contribution to people detection and tracking research is a depth-clustering method which allows to apply a robust image-based people detector only to a small subset of possible detection windows, thus decreasing the number of false detections while reaching high computational efficiency. We also advance person re-identification research by proposing two techniques exploiting depth-based skeletal tracking algorithms: one is targeted to short-term re-identification and creates a compact, yet discrimative signature of people based on computing features at skeleton keypoints, which are highly repeatable and semantically meaningful; the other extract long-term features, such as 3D shape, to compare people by matching the corresponding 3D point cloud acquired with a RGB-D sensor. In order to account for the fact that people are articulated and not rigid objects, it exploits 3D skeleton information for warping people point clouds to a standard pose, thus making them directly comparable by means of least square fitting. Finally, we describe an extension of flow-based action recognition methods to the RGB-D domain which computes motion over time of persons' 3D points by exploiting joint color and depth information and recognizes human actions by classifying gridded descriptors of 3D flow. A further contribution of this thesis is the creation of a number of new RGB-D datasets which allow to compare different algorithms on data acquired by consumer RGB-D sensors. All these datasets have been publically released in order to foster research in these fields

    Change blindness: eradication of gestalt strategies

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    Arrays of eight, texture-defined rectangles were used as stimuli in a one-shot change blindness (CB) task where there was a 50% chance that one rectangle would change orientation between two successive presentations separated by an interval. CB was eliminated by cueing the target rectangle in the first stimulus, reduced by cueing in the interval and unaffected by cueing in the second presentation. This supports the idea that a representation was formed that persisted through the interval before being 'overwritten' by the second presentation (Landman et al, 2003 Vision Research 43149โ€“164]. Another possibility is that participants used some kind of grouping or Gestalt strategy. To test this we changed the spatial position of the rectangles in the second presentation by shifting them along imaginary spokes (by ยฑ1 degree) emanating from the central fixation point. There was no significant difference seen in performance between this and the standard task [F(1,4)=2.565, p=0.185]. This may suggest two things: (i) Gestalt grouping is not used as a strategy in these tasks, and (ii) it gives further weight to the argument that objects may be stored and retrieved from a pre-attentional store during this task

    Proceedings of the 2010 Joint Workshop of Fraunhofer IOSB and Institute for Anthropomatics, Vision and Fusion Laboratory

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    On the annual Joint Workshop of the Fraunhofer IOSB and the Karlsruhe Institute of Technology (KIT), Vision and Fusion Laboratory, the students of both institutions present their latest research findings on image processing, visual inspection, pattern recognition, tracking, SLAM, information fusion, non-myopic planning, world modeling, security in surveillance, interoperability, and human-computer interaction. This book is a collection of 16 reviewed technical reports of the 2010 Joint Workshop
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