Synthesized Images Database for Image Denoising

Evaluating denoising filters in a real-world situation is hard since information about noises (level, type, distribution, etc.) is unknown. Hence, determining the performance of denoising filters is a challenge. To solve this problem, seven images are synthesized to evaluate the performance of denoising filters...

Evaluating denoising filters in a real-world situation is hard since information about noises (level, type, distribution, etc.) is unknown. Hence, determining the performance of denoising filters is a challenge. To solve this problem, three groups of images are synthesized to evaluate the performance of denoising filters:

(1) spatial resolution test images: this group is useful to evaluate the performance of filters in preserving small details of objects (Figures A-B);

(2) Contrast resolution test images: this group is used to evaluate the performance of filters
in preserving objects with low contrast resolution (Figures C-D);

(3) ultrasound simulation images: these images were synthesized to mimic the ideal (noisefree) real ultrasound images (Figures E-F).

If you use this dataset, please cite:

Ardakani, AA, Mohammadi, A, Faeghi, F, Acharya, UR. Performance evaluation of 67 denoising filters in ultrasound images: A systematic comparison analysis. Int J Imaging Syst Technol. 2023; 33( 2): 445- 464. doi:10.1002/ima.22843

Synthesized test (A–D) and ultrasound (E–G) images for denoising filters evaluation.


Picture of Ardakani AA

Ardakani AA

He received his Ph.D. in Medical Physics in 2018 from the Iran University of Medical Sciences (IUMS), specializing in medical imaging and using artificial intelligence in radiological diagnosis. His research interests focus on the physics of medical imaging systems, quantitative analysis of medical images, and applying artificial intelligence in diagnostic radiology procedures. He is an assistant professor of Medical Physics at Shahid Beheshti University of Medical Sciences.

Leave a Reply

Your email address will not be published. Required fields are marked *