HIGH-SPEED AND ACCURATE DIAGNOSIS OF GASTROINTESTINAL DISEASE: LEARNING ON ENDOSCOPY IMAGES USING LIGHTWEIGHT TRANSFORMER WITH LOCAL FEATURE ATTENTION

In response to the pressing need for robust disease diagnosis from gastrointestinal tract (GIT) endoscopic images, we proposed FLATer, a fast, lightweight, and highly accurate transformer-based model.FLATer consists of a residual block, a vision transformer module, and a spatial attention block, which concurrently focuses on local features and glob

Vetiver oil (Vetiveria zizanoides) has been used as perfume materials, cosmetics, fragrance soaps, anti-inflammation, repellent, and insecticidal agents.Organic vetiver oil has higher economical value than non-organic vetiver oil and it has been regarded to be able to compete in the global market.Therefore, studies have been carried out using 1 hec

This article proposes a dynamic spiral scrambling algorithm, which is combined with the random pixel value filling operation, Deoxyribonucleic Acid (DNA) operation and used in image encryption.The random pixel value filling operation is viqua-f4 to generate some random values and fill them around the plain-image.These values can influence all the p