Journal: Sensors (Basel, Switzerland)

Article Title: Severity Grading and Early Retinopathy Lesion Detection through Hybrid Inception-ResNet Architecture

doi: 10.3390/s21206933

Figure Lengend Snippet: Studies that implement deep learning techniques for the detection of DR.

Article Snippet: Gulshan et al., 2016 [ ] , A collection of Inception-V3 architecture that is trained on more than 100,000 images, including many grades for each image and two images for each subject , Messidor-2, Private and (EyePACS)-1 , Required for a recommendation of diabetic retinopathy on Messidor-2.

Techniques: Selection

Journal: Computational Intelligence and Neuroscience

Article Title: Diagnosis of Oral Squamous Cell Carcinoma Using Deep Neural Networks and Binary Particle Swarm Optimization on Histopathological Images: An AIoMT Approach

doi: 10.1155/2022/6364102

Figure Lengend Snippet: The input size for each DL architecture [ 29 ].

Article Snippet: The Softmax function is found in the last layer of the Inception V3 architecture [ ], which comprises 42 levels, where the resolution of the received information by the input layer in pixels is 299 × 299.

Techniques:

Journal: Computational Intelligence and Neuroscience

Article Title: Diagnosis of Oral Squamous Cell Carcinoma Using Deep Neural Networks and Binary Particle Swarm Optimization on Histopathological Images: An AIoMT Approach

doi: 10.1155/2022/6364102

Figure Lengend Snippet: Inception V3 architecture schematic.

Article Snippet: The Softmax function is found in the last layer of the Inception V3 architecture [ ], which comprises 42 levels, where the resolution of the received information by the input layer in pixels is 299 × 299.

Techniques:

Journal: Computational Intelligence and Neuroscience

Article Title: Diagnosis of Oral Squamous Cell Carcinoma Using Deep Neural Networks and Binary Particle Swarm Optimization on Histopathological Images: An AIoMT Approach

doi: 10.1155/2022/6364102

Figure Lengend Snippet: Comparison of previous research works with the proposed method.

Article Snippet: The Softmax function is found in the last layer of the Inception V3 architecture [ ], which comprises 42 levels, where the resolution of the received information by the input layer in pixels is 299 × 299.

Techniques: Comparison, Biomarker Discovery