yubiaoyue / nose-keeper

This is the official repository of Nose-Keeper, providing the training code and weights used by Nose-Keeper. We also provided some endoscopic images of nasopharyngeal carcinoma for testing.

🚀🔥Nose-Keeper(AI-driven Smartphone App)🔥🚀

🎉This is the official repository of Nose-Keeper, providing the training codes and heatmap code used by Nose-Keeper. We also provided some while-light endoscopic images for testing👌.

Nose-Keeper_demo.mp4

🎉Nose-Keeper can diagnose nasopharyngeal carcinoma (NPC) and five Non-NPC diseases👨‍🔬

🐱‍💻The performance of various deep learning models in diagnosing NPC📈

Model	Precision	Sensitivity	Specificity	F1-score	Overall Accuracy	Model Weight
SwinT	0.9949 (±0.0031)	0.9984 (±0.0023)	0.9991 (±0.0006)	0.9966 (±0.0015)	0.9515 (±0.0039)	Baidu Netdisk
MaxViT	0.9910 (±0.0145)	0.9938 (±0.0072)	0.9983 (±0.0027)	0.9923 (±0.0061)	0.9379 (±0.0072)	Baidu Netdisk
PoolF	0.9959 (±0.0034)	0.9979 (±0.0022)	0.9992 (±0.0006)	0.9969 (±0.0012)	0.9503 (±0.0025)	Baidu Netdisk
CaiT	0.9949 (±0.0047)	0.9954 (±0.0033)	0.9991 (±0.0009)	0.9951 (±0.0011)	0.9426 (±0.0045)	Baidu Netdisk
ResNet	0.9883 (±0.0066)	0.9964 (±0.0029)	0.9978 (±0.0012)	0.9923 (±0.0024)	0.9280 (±0.0070)	Baidu Netdisk
DenseNet	0.9918 (±0.0033)	0.9964 (±0.0043)	0.9985 (±0.0006)	0.9941 (±0.0027)	0.9396 (±0.0045)	Baidu Netdisk
Xception	0.9949 (±0.0018)	0.9969 (±0.0034)	0.9991 (±0.0003)	0.9958 (±0.0021)	0.9440 (±0.0052)	Baidu Netdisk
ConvNeXt	0.9933 (±0.0061)	0.9948 (±0.0075)	0.9988 (±0.0011)	0.9940 (±0.0037)	0.9455 (±0.0054)	Baidu Netdisk

How to Apply for Access to Nose-Keeper🔍

Nose-Keeper is an advanced smartphone application developed using deep learning technology, designed specifically for the identification of nasal diseases. Given the potential commercial application and the need to protect intellectual property, direct public access to the application is not available currently. If you want to experience Nose-Keeper, please submit an application to us according to the following process. We also welcome professionals from the fields of research and education to apply for access, thereby facilitating and perfecting the application of Nose-Keeper in the diagnosis of nasal diseases.

Application Procedures📝

If you are interested in using Nose-Keeper for testing, research or educational purposes, please follow the steps below to submit your application:

Send an Application Email📨

• Email Address: Send an application email to [email protected].

Email Content📜

Your email should include the following information:

• Purpose of Use: Briefly describe how you intend to use Nose-Keeper.
• Personal Identification: Include your full name, profession, and affiliation.
• Commitment Statement: Attach a signed statement promising that you will not use Nose-Keeper for any commercial purposes and will not infringe on any intellectual property rights.

Review Process📌

Our team will review each application to ensure all requests comply with our terms of use and intended purpose. Once your application is approved, we will send you access instructions and necessary download links via email.

Terms of Use❌

Please note that the use of Nose-Keeper is subject to specific terms and conditions, including but not limited to non-commercial use and no transferability. Applying for access indicates your agreement to these terms.