A Study on Development of Optimal Noise Filter Algorithm for Laser Vision System in GMA Welding

Olive Disease Classification Based on Vision Transformer and CNN Models

“…At this stage of the process, the median noise filtering [ 27 ] method is applied to the images to enhance them. The median filter is a more effective means of removing or reducing noise in the collected photographs because it replaces a pixel with the median of the gray levels that are in the immediate vicinity of the pixel [ 28 ]. Research has demonstrated that data augmentation can be used effectively in image categorization [ 29 ].…”

Olive Disease Classification Based on Vision Transformer and CNN Models

“…At this stage of the process, the median noise filtering [ 27 ] method is applied to the images to enhance them. The median filter is a more effective means of removing or reducing noise in the collected photographs because it replaces a pixel with the median of the gray levels that are in the immediate vicinity of the pixel [ 28 ]. Research has demonstrated that data augmentation can be used effectively in image categorization [ 29 ].…”

Low cost blood vein detection system based on near-infrared LEDs and image-processing techniques

“…Image enhancement serves the important purpose of removing noise from the image. Noise may come from the camera sensor or may be introduced during image transfer and storage [24]. The image is further enhanced by reducing or removing blur from the image.…”

Implementing Various Noise Reduction Filters On Infected Coconut Images

“…A filtering technique to minimize the mean square error between the original signal and restored signal. It removes [7] additive noise and blurring simultaneously and can be expressed as (7)…”

Olive Disease Classification Based on Vision Transformer and CNN Models

“…At this stage of the process, the median noise filtering [ 27 ] method is applied to the images to enhance them. The median filter is a more effective means of removing or reducing noise in the collected photographs because it replaces a pixel with the median of the gray levels that are in the immediate vicinity of the pixel [ 28 ]. Research has demonstrated that data augmentation can be used effectively in image categorization [ 29 ].…”

Low cost blood vein detection system based on near-infrared LEDs and image-processing techniques

“…Image enhancement serves the important purpose of removing noise from the image. Noise may come from the camera sensor or may be introduced during image transfer and storage [24]. The image is further enhanced by reducing or removing blur from the image.…”

Implementing Various Noise Reduction Filters On Infected Coconut Images

“…A filtering technique to minimize the mean square error between the original signal and restored signal. It removes [7] additive noise and blurring simultaneously and can be expressed as (7)…”

Olive Disease Classification Based on Vision Transformer and CNN Models

“…At this stage of the process, the median noise filtering [ 27 ] method is applied to the images to enhance them. The median filter is a more effective means of removing or reducing noise in the collected photographs because it replaces a pixel with the median of the gray levels that are in the immediate vicinity of the pixel [ 28 ]. Research has demonstrated that data augmentation can be used effectively in image categorization [ 29 ].…”

Low cost blood vein detection system based on near-infrared LEDs and image-processing techniques

“…Image enhancement serves the important purpose of removing noise from the image. Noise may come from the camera sensor or may be introduced during image transfer and storage [24]. The image is further enhanced by reducing or removing blur from the image.…”

Implementing Various Noise Reduction Filters On Infected Coconut Images

“…A filtering technique to minimize the mean square error between the original signal and restored signal. It removes [7] additive noise and blurring simultaneously and can be expressed as (7)…”