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© 2021 Optica Publishing Group under the terms of the Optica Open Access Publishing Agreement 1. The results were superior to those of contemporarily published meniscus segmentation methods based on CNNs. The trained model provided excellent segmentation performance for lateral menisci with a mean Dice similarity coefficient of 0.864 (range, 0.743-0.990 SD, ☐.077).
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We trained and tested the proposed model on 204 T2-weighted MR images of the knee from 181 patients. We proposed a neural network model trained with a small amount of meniscus data (only 144 MR images) to improve the segmentation performance of CNNs, such as U-Net, by overcoming the challenges caused by surrounding tissues. Note: Author names will be searched in the keywords field, also, but that may find papers where the person is mentioned, rather than papers they authored.Use a comma to separate multiple people: J Smith, RL Jones, Macarthur.Use these formats for best results: Smith or J Smith.For best results, use the separate Authors field to search for author names.Use quotation marks " " around specific phrases where you want the entire phrase only.Question mark (?) - Example: "gr?y" retrieves documents containing "grey" or "gray".Asterisk ( * ) - Example: "elect*" retrieves documents containing "electron," "electronic," and "electricity".Improve efficiency in your search by using wildcards.Example: (photons AND downconversion) - pump.Example: (diode OR solid-state) AND laser.Note the Boolean sign must be in upper-case. Separate search groups with parentheses and Booleans.Keep it simple - don't use too many different parameters.Thanks to the low moisture sensitivity of PA12, this product features outstanding mechanical and thermal properties even after the moisture conditioning process. PolyMide™ PA12-CF – PolyMide™️ PA12-CF is a carbon fiber reinforced PA12 (Nylon 12) filament.The material exhibits excellent thermal and mechanical properties without sacrificing the layer adhesion. PolyMide™ PA6-GF – PolyMide™ PA6-GF is a glass fiber reinforced PA6 (Nylon 6) filament.The carbon fiber reinforcement provides significantly improved stiffness, strength and heat resistance with outstanding layer adhesion. PolyMide™ PA6-CF – PolyMide™ PA6-CF is a carbon fiber reinforced PA6 (Nylon 6) filament.The filament combines excellent strength, toughness, and heat resistance of up to 180˚C. PolyMide™ CoPA – PolyMide™ CoPA is based on a copolymer of Nylon 6 and Nylon 6,6.Produced with Polymaker’s Warp-Free™ technology, PolyMide™ filaments deliver engineering properties intrinsic to Nylon and ease of printing. GET A SAMPLE PolyMide™ is a family of Nylon/polyamide based filaments. This filament opens new applications in the automotive, railway and aerospace industries. PolyMax™ PC-FR – PolyMax™ PC-FR, creation from Covestro’s Makrolon® family, could achieve V0 performance in the UL94 flame retardancy test and displays excellent toughness, strength and heat resistance.PolyMax™ PETG – PolyMax™ PETG offers better mechanical properties than any other regular PETG making it a good candidate for a wide range of applications.
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