Uniformity film siam dan tur siamrem dan tur .

Uniform light sheet siamremna technique hian a bik takin image processing-a lighting homogenization a huam a, chu chuan lighting condition tha lo avanga image quality degradation buaina a tihziaawm a ni. A hnuaia tarlan te hi uniformity plate siamrem dan tlangpui engemaw zat a ni:

Local area hrang hrangte brightness siamrem dan:
Local area brightness adjustment hian a bik takin image-a local-a lo awm exposure phenomenon inang lo tak chu a target a ni. Hei hian local contrast enhancement technique, local histogram equalization ang chi a huam tlangpui. Image-a local region tinte chunga independent taka histogram equalization tih hian, region tinte contrast chu a theih ang anga danglam lo thei ang bera global contrast-a vawng reng chungin a tichak thei a ni.

Global brightness reallocation:
Global brightness redistribution hian image pum pui brightness siamrem a tum ber a ni. Hetiang method hian image brightness uniformity a nei thei a, chu chu histogram shape a thlak danglam a, image overall brightness a thlak danglam lo.
Multi Scale hmanga thil tih dan tur:

Scale hrang hranga thlalakte thlirlet leh process a nih chuan, image details humhalh chungin brightness chu tha taka siamrem theih a ni. Hetiang method hian local processing leh global processing thatna te a fuh tawk a, complex lighting conditions nen pawh a inmil zawk thei bawk.

Professional Software hman dan:
Practical operation-ah chuan image equalization processing hi software hmanga kalpui a ni tlangpui. Entirnan, Photoshop-a Shadow/Highlight Tool ang chi image processing software thenkhat chu image smoothing tih dan awlsam zawk a ni. Chu bakah, professional medical imaging processing software thenkhat a awm a, chu chu ImageJ ang chi a ni a, chu chuan medical image-a fine processing an tih theihna turin image equalization functions hautak tak tak a pe a ni.

Deep Learning hmanga technology hrang hrangte:
Tun hnaiah deep learning technology a lo thang chak em em a, deep learning atanga siam image smoothing technology lamah pawh hmasawnna nasa tak a awm a. Deep learning model, a bik takin convolutional neural networks (CNNs) te chuan lighting condition hrang hrang hnuaia image smoothing atana strategy tha ber chu labeled image data tam tak an zir a, chutiang chuan application scenario bik thenkhatah chuan traditional algorithms aiin processing result tha zawk an hmu thei a ni.

Mask Technology: 1.1.
Image processing-ah chuan masking technology hi local processing atan hman a ni nasa hle a, a bik takin local brightness adjustment kalpui danah chuan hman a ni nasa hle. Masking hian hmun thenkhat chu adjustment-in a nghawng a\\angin a veng thei a, hmun bik brightness chauh a siam \\ha thei a, chu chuan uniform lighting effect chu a control \\ha zawk a ni.