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Image Search Results


Hybrid deep learning framework integrating VGG19, EfficientNetB3, and Bayesian Optimization for image-based classification.

Journal: Scientific Reports

Article Title: Optimized CNN framework with VGG19, EfficientNet, and Bayesian optimization for early colon cancer detection

doi: 10.1038/s41598-025-34262-2

Figure Lengend Snippet: Hybrid deep learning framework integrating VGG19, EfficientNetB3, and Bayesian Optimization for image-based classification.

Article Snippet: Proposed Study , CNN +VGG19+EfficientNetB3+ Bayesian , Kaggle and KCDP , 2025 , 96.84 , 97.02 , 96.50 , 96.71.

Techniques:

Sample predictions of the CNN-based VGG19, EfficientNetB3, and Bayesian optimizer models on histopathological images.

Journal: Scientific Reports

Article Title: Optimized CNN framework with VGG19, EfficientNet, and Bayesian optimization for early colon cancer detection

doi: 10.1038/s41598-025-34262-2

Figure Lengend Snippet: Sample predictions of the CNN-based VGG19, EfficientNetB3, and Bayesian optimizer models on histopathological images.

Article Snippet: Proposed Study , CNN +VGG19+EfficientNetB3+ Bayesian , Kaggle and KCDP , 2025 , 96.84 , 97.02 , 96.50 , 96.71.

Techniques:

Grad-CAM visualizations highlighting regions of histopathological images that were most influential in the CNN-based VGG19, EfficientNetB3, and Bayesian optimization models’ classification decisions.

Journal: Scientific Reports

Article Title: Optimized CNN framework with VGG19, EfficientNet, and Bayesian optimization for early colon cancer detection

doi: 10.1038/s41598-025-34262-2

Figure Lengend Snippet: Grad-CAM visualizations highlighting regions of histopathological images that were most influential in the CNN-based VGG19, EfficientNetB3, and Bayesian optimization models’ classification decisions.

Article Snippet: Proposed Study , CNN +VGG19+EfficientNetB3+ Bayesian , Kaggle and KCDP , 2025 , 96.84 , 97.02 , 96.50 , 96.71.

Techniques: