Table 1.
Comparison of the current review with the previous reviews in AI-powered skin cancer diagnosis.
| Reference | Year | One-Phrase Summary | Machine Learning Models in Skin Cancer Diagnosis |
Deep Learning in Skin Cancer Diagnosis | Open Challenges in Skin Cancer Diagnosis |
Future Directions for Skin Cancer Diagnosis |
|---|---|---|---|---|---|---|
| Our review |
- | A comprehensive survey on machine learning and deep learning techniques used to diagnose skin cancer | H | H | H | H |
| [11] | 2022 | A review on cancer diagnosis using Artificial Intelligence | H | H | M | N |
| [12] | 2022 | A research article on the recent advancements in cancer diagnosis using machine learning and deep learning techniques | H | H | L | M |
| [6] | 2021 | A review of machine learning and its applications in the field of skin cancer | H | L | M | H |
| [7] | 2021 | A minireview on deep learning and its use in cancer diagnosis and prognosis prediction | N | H | M | H |
| [10] | 2021 | A review on skin disease diagnosis with deep learning | N | H | N | H |
| [14] | 2021 | A review on skin cancer classification via convolution neural networks | N | M | M | N |
| [15] | 2021 | A survey on deep learning techniques for skin lesion analysis and melanoma cancer detection | N | H | M | N |
| [9] | 2020 | A review article on Artificial-Intelligence-based methods for diagnosis of skin cancer | M | M | H | N |
| [13] | 2020 | A review on malignant melanoma classification using deep learning | N | H | M | H |
| [16] | 2020 | A survey in cancer detection using machine learning | H | N | H | H |
| [8] | 2019 | A bibliographic review on cancer diagnosis using deep learning | N | H | M | N |
Depth of discussion: L—low, M—moderate, H—high, N—not discussed.