# High Performing Facial Skin Problem Diagnosis with Enhanced Mask R-CNN and Super Resolution GAN
## 4 Design of Tactics for Remedying the Technical Challenges
### Design of the Main Control Flow
(2021) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; et al. A Novel Convolutional Neural Network for the Diagnosis and Classification of Rosacea: Usability Study. _JMIR Public Health Surveill._**2021**, \(9\), e23415. [CrossRef]
* [PERSON] et al. (2021) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; et al. DiaMole: Mole Detection and Segmentation Software for Mobile Phone Skin Images. _J. Health Eng._**2021**, _2021_, 6698176. [CrossRef] [PubMed]

Figure 20: Comparing the proposed approach with 6 other backbone networks. [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; et al. A deep learning, image based approach for automated diagnosis for inflammatory skin diseases. _Ann. Transl. Med._**2020**, \(8\), 581. [CrossRef]
* [6] [PERSON]; [PERSON]; [PERSON] Automated Diagnosis of Acne and Rosacea using Convolution Neural Networks. In Proceedings of the 2021 4 th International Conference on Artificial Intelligence and Pattern Recognition (AIPR 2021), Xiamen, China, 24-26 September 2021. [CrossRef]
* [7] [PERSON]; [PERSON] [PERSON]; [PERSON] [PERSON]; [PERSON] [PERSON]; [PERSON]; [PERSON] [PERSON] HSV model-based segmentation driven facial acne detection using deep learning. _Expert Syst._**2021**, _39_, e12760. [CrossRef]
* [8] [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]. ScarNet: Development and Validation of a Novel Deep CNN Model for Acne Scar Classification With a New Dataset. _IEEE Access_**2021**, _10_, 1245-1258. [CrossRef]
* [9] [PERSON]; [PERSON]; [PERSON] RethNet: Object-by-Object Learning for Detecting Facial Skin Problems. In Proceedings of the 2019 IEEE/CVF International Conference on Computer Vision Workshop (ICCVW), Seoul, Republic of Korea, 27-28 October 2019. [CrossRef]
* [10] [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] [PERSON]; [PERSON] [PERSON]; [PERSON]; [PERSON] Skin Lesion Classification Using CNNs With Patch-Based Attention and Diagnosis-Guided Loss Weighting. _IEEE Trans. Biomed. Eng._**2019**, _67_, 495-503. [CrossRef]
* [11] [PERSON]; [PERSON] Skin Lesion Segmentation Based on Vision Transformers and Convolutional Neural Networks--A Comparative Study. _Appl. Sci._**2022**, _12_, 5990. [CrossRef]
* [12] [PERSON]; [PERSON]; [PERSON]; [PERSON] Skin disease diagnosis with deep learning: A review. _Neurocomputing_**2021**, _464_, 364-393. [CrossRef]
* [13] [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] MDSSD: Multi-scale deconvolutional single shot detector for small objects. _Sci. China Inf. Sci._**2020**, _63_, 120113. [CrossRef]
* [14] [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Automatic pixel-level detection of vertical cracks in asphalt pavement based on GPR investigation and improved mask R-CNN. _Autom. Constr._**2023**, _146_, 104689. [CrossRef]
* [15] [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Attention Mask R-CNN for Ship Detection and Segmentation From Remote Sensing Images. _IEEE Access_**2020**, \(8\), 9325-9334. [CrossRef]
* [16] [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] UAV-YOLO: Small Object Detection on Unmanned Aerial Vehicle Perspective. _Sensors_**2020**, _20_, 2238. [CrossRef] [PubMed]
* [17] [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Modified U-Net (mU-Net) with Incorporation of Object-Dependent High Level Features for Improved Liver and Liver-Tumor Segmentation in CT Images. _IEEE Trans. Med. Imaging_**2019**, _39_, 1316-1325. [CrossRef] [PubMed]
* [18] [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] IMIN: An Inter-modality Information Interaction Network for 3D Multi-modal Breast Tumor Segmentation. _Comput. Med. Imaging Graph._**2021**, _95_, 102021. [CrossRef]
* [19] [PERSON]; [PERSON]; [PERSON]; [PERSON] Small object detection via dual inspection mechanism for UAV visual images. _Appl. Intell._**2021**, _52_, 4244-4257.