Kosov, S., Thormählen, T., Seidel, HP. (2011). Using Active Illumination for Accurate Variational Space-Time Stereo. In: Heyden, A., Kahl, F. (eds) Image Analysis. SCIA 2011. Lecture Notes in Computer Science, vol 6688. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-21227-7_70

Energy Star certification is awarded to products that meet stringent energy efficiency guidelines set by the U.S. Environmental Protection Agency.

Redlight therapybar

Zhang, L., Curless, B., Seitz, S.: Spacetime stereo: Shape recovery for dynamic scenes. In: IEEE Conf. on Comp. Vision and Pattern Recognition, pp. 367–374 (2003)

Charbonnier, P., Aubert, G., Blanc-Ferraud, M., Barlaud, M.: Two deterministic half-quadratic regularization algorithms for computed imaging. In: International Conference on Image Processing, vol. 2, pp. 168–172 (1994)

FCC certification confirms that a product meets the electromagnetic interference and radiation standards set by the Federal Communications Commission. This ensures that the product will not interfere with other electronic devices and communication networks.

Blake, A., McCowen, D., Lo, H.R., Lindsey, P.J.: Trinocular active range-sensing. IEEE Trans. Pattern Anal. Mach. Intell. 15, 477–483 (1993)

Standards and certifications play a crucial role in ensuring the safety, performance, and compliance of LED lighting products, helping consumers and businesses make informed decisions about their use in various applications.

Image

NSF certification ensures that products meet strict public health and safety standards, particularly for food, water, and consumer goods. For LED lighting, it often applies to products used in food service or healthcare environments.

Image

RoHS compliance ensures that products do not contain specific hazardous materials, such as lead, mercury, and cadmium, in amounts exceeding the established limits.

Valgaerts, L., Bruhn, A., Zimmer, H., Weickert, J., Stoll, C., Theobalt, C.: Joint estimation of motion, structure and geometry from stereo sequences. In: Daniilidis, K., Maragos, P., Paragios, N. (eds.) ECCV 2010. LNCS, vol. 6314, pp. 568–581. Springer, Heidelberg (2010)

These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.

Horn, E., Kiryati, N.: Toward optimal structured light patterns. In: Proc. 3DIM, p. 28. IEEE Computer Society, Washington, DC, USA (1997)

Brandt, A.: Multi-level adaptive technique (MLAT) for fast numerical solution to boundary value problems. Lecture Notes in Physics 18, 82–89 (1973)

Water resistance indicates how a product will perform under various environmental conditions. Standards organizations like the IEC, UL/ETL, and NEC (National Electric Code) have multiple designations for water resistance. Which one is important to you will depend on your application.

RedLightbarnear me

UL IoT Security certification evaluates the cybersecurity aspects of connected devices. Products with this certification meet UL's requirements for IoT security, ensuring robust protection against cyber threats and vulnerabilities.

Cheng, A., Cheng, D.T.: Heritage and early history of the boundary element method. Engineering Analysis with Boundary Elements 29, 268–302 (2005)

JavaScript seems to be disabled in your browser. For the best experience on our site, be sure to turn on Javascript in your browser.

Kolmogorov, V., Zabih, R.: Computing visual correspondence with occlusions via graph cuts. In: International Conference on Computer Vision, pp. 508–515 (2001)

Correlated Color Temperature (CCT) can be defined as the color of white light a light source is emitting. CCT is measured in Kelvin (K). The different color temperatures along the Kelvin scale correlate with different shades of white light, all of which impact how an individual perceives the space. LED lights are typically grouped into 3 different color temperatures: warm white, natural white, and cool white. Warm white gives off a yellow shade of light, natural light closely resembles the color of light given off from the sun, and cool light has a slightly blue tint to it.

ETL certification indicates that a product has been tested by Intertek and found to meet the minimum requirements of prescribed safety standards. Products with the ETL mark comply with North American safety standards and can be sold in the United States and Canada.

UL certification signifies that a product has been tested and meets stringent safety standards set by Underwriters Laboratories. It is one of the most recognized safety standards for electrical and electronic products in the United States.

California Title 24 is a building energy efficiency standard that mandates certain energy-saving measures, including lighting requirements.

Ristivojevic, M., Konrad, J.: Space-time image sequence analysis: Object tunnels and occlusion volumes. IEEE Transactions on Image Processing 15, 364–376 (2006)

RedLED LightBarfor Hunting

Matter is a connectivity standard for smart home devices, ensuring interoperability and reliability across different brands and platforms.

Cohen, I.: Nonlinear variational method for optical flow computation. In: Eighth Scandinavian Conference on Image Analysis, vol. 1, pp. 523–530 (1993)

Frueh, C., Zakhor, A.: Capturing 2\(\frac{1}{2}\)d depth and texture of time-varying scenes using structured infrared light. In: Proc. 3DIM, pp. 318–325 (2005)

Fedorenko, R.: Relaxation method for solving elliptic differential equations. Journal of Computational Mathematics and Mathematical Phisics 1, 922–927 (1961)

RedLED LightBarfor truck

Sizintsev, M., Wildes, R.P.: Spatiotemporal stereo via spatiotemporal quadric element (stequel) matching. In: CVPR, pp. 493–500 (2009)

Bruhn, A., Weickert, J., Kohlberger, T., Schnörr, C.: A multigrid platform for real-time motion computation with discontinuity-preserving variational methods. Int. J. Comput. Vision 70, 257–277 (2006)

RedLED Light Strip

Kang, S.B., Webb, J., Zitnick, C., Kanade, T.: A multibaseline stereo system with active illumination and real-time image acquisition. In: Proceedings of the Fifth International Conference on Computer Vision (ICCV 1995), pp. 88–93 (1995)

Koninckx, T., Gool, L.V.: Real-time range acquisition by adaptive structured light. IEEE Transac. on Pattern Analysis & Machine Intelligence 28, 432–445 (2006)

Koschan, A., Rodehorst, V., Spiller, K.: Color stereo vision using hierarchical block matching and active color illumination. In: ICPR 1996, vol. I, pp. 835–839 (1996)

Brox, T., Bruhn, A., Papenberg, N., Weickert, J.: High accuracy optical flow estimation based on a theory for warping. In: Pajdla, T., Matas, J(G.) (eds.) ECCV 2004. LNCS, vol. 3024, pp. 25–36. Springer, Heidelberg (2004)

This paper addresses the problem of space-time stereo with active illumination and presents a formulation of this problem in the variational framework. Variational problems of this scale are computationally expensive to solve directly. We overcome this challenge by showing that speed-improving techniques, as the full-multi-grid and the multi-level-adaptation techniques, can be applied. We evaluate the performance of our method on 3 ground-truth datasets. The experimental results for synthetic and real datasets show that the combination of active illumination and variational space-time stereo improves the quality of the reconstruction on average by up to 3.1 times compared to a reconstruction from a single passive stereo image pair without active illumination.

Ross, W.P.: A practical stereo vision system. In: IEEE Conference on Computer Vision and Pattern Recognition, pp. 148–153 (1993)

Image

Kosov, S., Thormählen, T., Seidel, H.-P.: Accurate real-time disparity estimation with variational methods. In: Bebis, G., Boyle, R., Parvin, B., Koracin, D., Kuno, Y., Wang, J., Wang, J.-X., Wang, J., Pajarola, R., Lindstrom, P., Hinkenjann, A., Encarnação, M.L., Silva, C.T., Coming, D. (eds.) ISVC 2009. LNCS, vol. 5875, pp. 796–807. Springer, Heidelberg (2009)

Scharstein, D., Szeliski, R.: High-accuracy stereo depth maps using structured light. In: Proc. Computer Vision and Pattern Recognition, vol. I, pp. 195–202 (2003), http://vision.middlebury.edu/stereo/

Redemergency LightBar

Scharstein, D., Szeliski, R.: A taxonomy and evaluation of dense stereo correspondence algorithms. International Journal of Computer Vision 47, 7–42 (2001)

DLC certification is focused on the quality and performance of energy-efficient lighting products. Products with DLC certification are recognized for their efficacy, quality, and energy savings, making them eligible for rebates and incentives.

Correlated Color Temperature (CCT) can be defined as the color of white light a light source is emitting. CCT is measured in Kelvin (K). The different color temperatures along the Kelvin scale correlate with different shades of white light, all of which impact how an individual perceives the space. LED lights are typically grouped into 3 different color temperatures: warm white, natural white, and cool white. Warm white gives off a yellow shade of light, natural light closely resembles the color of light given off from the sun, and cool light has a slightly blue tint to it.

Mémin, E., Pérez, P.: Dense estimation & object-based segmentation of the optical flow with robust techniques. IEEE Trans. on Image Processing 7, 703–719 (1998)