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CRII: RI: Computational Thermal Imaging

CRII: RI: Computational Thermal Imaging
CRII:RI:计算热成像
批准号:
1849941
负责人:
Achuta Kadambi
金额:
$17.5万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2019
资助国家:
美国
项目状态:
已结题
起止时间:
2019-03-15 至 2022-02-28

项目摘要

项目成果

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中文摘要
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英文摘要
Imagine a future where autonomous vehicles can see through thick fog or even around corners. How many accidents could be avoided, how many lives could be saved, with this form of superhuman sensing? Today, ordinary computer vision systems do not generalize to bad weather or non-line-of-sight obstacle avoidance. This is because ordinary computer vision systems rely on visible light cameras that see colors that our eyes see. To overcome this roadblock, the investigative team will study computational thermal imaging, where novel end-to-end systems are designed with infrared optics and vision algorithms. These topics are usually studied separately. This research program will be integrated into a sequence of newly designed courses in computer vision and computational imaging at the University of California, Los Angeles.This project brings computational imaging to the realm of long-wave infrared wavelengths and studies the unique performance tradeoffs thereof. The research rests upon three pillars. In the first pillar, the investigative team will construct a 3D camera prototype that projects custom-designed structured light patterns at long-wave infrared wavelengths (circa 10 micrometer wavelengths of light). The structured light patterns may be specialized to the unique characteristics of long-wave infrared wavelengths. In the second pillar, the investigative team will probe deeper into the possibility of non-line-of-sight cameras that operate at long-wave infrared wavelengths. Creating a camera that can see around corners sounds like a daunting challenge, but the investigative team aims to exploit the specularity of reflections that are unique to long-wave infrared wavelengths. Finally, the investigative team will study the foundational differences between how scientists mathematically represent image data at long-wave infrared wavelengths as compared to visible light wavelengths.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
期刊论文(2)
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科研奖励(0)
会议论文
DOI: 10.1109/iccphot.2019.8747343
发表时间: 2019
期刊: IEEE International Conference on Computational Photography
影响因子: --
作者: [Maeda, Tomohiro, Wang, Yiqin, Raskar, Ramesh, Kadambi, Achuta]
通讯作者: Kadambi, Achuta
DOI: 10.1109/tpami.2019.2959304
发表时间: 2021
期刊: IEEE Transactions on Pattern Analysis and Machine Intelligence
影响因子: 23.6
作者: [Tanaka, Kenichiro, Ikeya, Nobuhiro, Takatani, Tsuyoshi, Kubo, Hiroyuki, Funatomi, Takuya, Ravi, Vijay, Kadambi, Achuta, Mukaigawa, Yasuhiro]
通讯作者: Mukaigawa, Yasuhiro
CAREER: On the Fairness of Light Transport for Unbiased Low-level Vision
  • 批准号:
    2046737
  • 项目类别:
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  • 资助金额:
    $50.0万
  • 财政年份:
    2021
  • 负责人:
    Achuta Kadambi
  • 依托单位:
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