_51-novel-application-of-the-attention-mechanism-on-medical-image-harmonization-x-yao.jpg "51. Novel application of the attention mechanism on medical image harmonization (X Yao) from t1w Video Screenshot Preview")
GalleryPlay Video:
(Note: The default playback of the video is HD VERSION. If your browser is buffering the video slowly, please play the REGULAR MP4 VERSION or Open The Video below for better experience. Thank you!)
⏲ Duration: 1 min 83 sec
✓ Published: 29-Nov-2022
✓ Published: 29-Nov-2022
Description:
Medical image harmonization aims to transform the image 'style' among heterogeneous datasets while preserving the anatomical content. It enables data-sensitive learning-based approaches to fully leverage the data-power of large multi-site datasets with different image acquisitions. Recently, the attention mechanism has achieved excellent performance onthe image-to-image (I2I) translation of natural images. In this work, we further explore the potential of leveraging the attention mechanism to
Medical image harmonization aims to transform the image 'style' among heterogeneous datasets while preserving the anatomical content. It enables data-sensitive learning-based approaches to fully leverage the data-power of large multi-site datasets with different image acquisitions. Recently, the attention mechanism has achieved excellent performance onthe image-to-image (I2I) translation of natural images. In this work, we further explore the potential of leveraging the attention mechanism to
Share with your friends:
Whatsapp | Viber | Telegram | Line | SMS
Email | Twitter | Reddit | Tumblr | Pinterest
Related Videos
_drawing-nifti-file-roi-using-t1w-image.webp "Frank Yeh")
_hustler-t1w-3d-fro.webp "Hustler T1W 3D FRO from t1w")
_acquired-hepatocerebral-degeneration-chronic-hepataic-encephalopathy-importance-of-t1w-imaging.webp "Radiology Case Videos")
⏲ 4 minutes 5 seconds 👁 494
_hyperfine-clinical-scan-example-deep-learning-reconstruction-t1w-work-in-progress.webp "Hyperfine – Swoop® Portable MR Imaging System™")
⏲ 8 seconds 👁 53
_t1wi-and-fs-part-2-10-different-cases.webp "Easy u0026 Different Radiology")
_elizaveta-lavrova-cycle-gans-for-flair-brain-scans-synthesis-from-conventional-t1w-mri-and-qmri.webp "qMRI conference")
⏲ 14 minutes 9 seconds 👁 41
_hustler-t1w-3d-tra-2.webp "Hustler T1W 3D TRA.2 from t1w")
_t2w-and-t1w-image-difference-mri-brain-t1w-and-t2w-difference-t2wand-t1w.webp "ADVANCE MRI SCAN Technique")
⏲ 3 minutes 51 seconds 👁 50
_drawing-nifti-file-roi-using-t1w-image.jpg)
_hustler-t1w-3d-fro.jpg)
_acquired-hepatocerebral-degeneration-chronic-hepataic-encephalopathy-importance-of-t1w-imaging.jpg)
_hyperfine-clinical-scan-example-deep-learning-reconstruction-t1w-work-in-progress.jpg)
_t1wi-and-fs-part-2-10-different-cases.jpg)
_elizaveta-lavrova-cycle-gans-for-flair-brain-scans-synthesis-from-conventional-t1w-mri-and-qmri.jpg)
_hustler-t1w-3d-tra-2.jpg)
_t2w-and-t1w-image-difference-mri-brain-t1w-and-t2w-difference-t2wand-t1w.jpg)
![[+]](/images/menu.gif){kind=small}