Showing 21 - 40 results of 96 for search '(( binary image model optimization algorithm ) OR ( binary based all optimization algorithm ))', query time: 0.60s Refine Results
  1. 21

    Melanoma Skin Cancer Detection Using Deep Learning Methods and Binary GWO Algorithm by Hussein Ali Bardan (21976208)

    Published 2025
    “…In this work, we propose a novel framework that integrates </p><p dir="ltr">Convolutional Neural Networks (CNNs) for image classification and a binary Grey Wolf Optimization (GWO) </p><p dir="ltr">algorithm for feature selection. …”
  2. 22

    Best optimizer results of Decision tree. by Balraj Preet Kaur (20370832)

    Published 2024
    “…The results obtained show that the proposed model has superior prediction accuracy in comparison to its counterparts. Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …”
  3. 23

    Best optimizer result for Adaboost classifier. by Balraj Preet Kaur (20370832)

    Published 2024
    “…The results obtained show that the proposed model has superior prediction accuracy in comparison to its counterparts. Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …”
  4. 24

    Best optimizer results for random forest. by Balraj Preet Kaur (20370832)

    Published 2024
    “…The results obtained show that the proposed model has superior prediction accuracy in comparison to its counterparts. Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …”
  5. 25

    Best optimizer results of Decision tree. by Balraj Preet Kaur (20370832)

    Published 2024
    “…The results obtained show that the proposed model has superior prediction accuracy in comparison to its counterparts. Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …”
  6. 26

    Best optimizer results of Extra tree. by Balraj Preet Kaur (20370832)

    Published 2024
    “…The results obtained show that the proposed model has superior prediction accuracy in comparison to its counterparts. Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …”
  7. 27

    Best optimizer results of Random Forest. by Balraj Preet Kaur (20370832)

    Published 2024
    “…The results obtained show that the proposed model has superior prediction accuracy in comparison to its counterparts. Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …”
  8. 28

    Best optimizer result for Extra tree. by Balraj Preet Kaur (20370832)

    Published 2024
    “…The results obtained show that the proposed model has superior prediction accuracy in comparison to its counterparts. Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …”
  9. 29
  10. 30

    Summary of existing CNN models. by Nicodemus Songose Awarayi (18414494)

    Published 2024
    “…To achieve this, we focused the study on addressing the challenge of image noise, which impacts the performance of deep learning models. …”
  11. 31

    Results of KNN. by Balraj Preet Kaur (20370832)

    Published 2024
    “…The results obtained show that the proposed model has superior prediction accuracy in comparison to its counterparts. Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …”
  12. 32

    Comparison of key techniques in their literature. by Balraj Preet Kaur (20370832)

    Published 2024
    “…The results obtained show that the proposed model has superior prediction accuracy in comparison to its counterparts. Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …”
  13. 33

    Ensemble model architecture. by Balraj Preet Kaur (20370832)

    Published 2024
    “…The results obtained show that the proposed model has superior prediction accuracy in comparison to its counterparts. Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …”
  14. 34

    SHAP analysis mean value. by Balraj Preet Kaur (20370832)

    Published 2024
    “…The results obtained show that the proposed model has superior prediction accuracy in comparison to its counterparts. Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …”
  15. 35

    Proposed methodology. by Balraj Preet Kaur (20370832)

    Published 2024
    “…The results obtained show that the proposed model has superior prediction accuracy in comparison to its counterparts. Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …”
  16. 36

    Comparison table of the proposed model. by Balraj Preet Kaur (20370832)

    Published 2024
    “…The results obtained show that the proposed model has superior prediction accuracy in comparison to its counterparts. Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …”
  17. 37

    SHAP analysis. by Balraj Preet Kaur (20370832)

    Published 2024
    “…The results obtained show that the proposed model has superior prediction accuracy in comparison to its counterparts. Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …”
  18. 38

    Confusion matrix of ensemble model. by Balraj Preet Kaur (20370832)

    Published 2024
    “…The results obtained show that the proposed model has superior prediction accuracy in comparison to its counterparts. Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …”
  19. 39

    Dataset description. by Balraj Preet Kaur (20370832)

    Published 2024
    “…The results obtained show that the proposed model has superior prediction accuracy in comparison to its counterparts. Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …”
  20. 40

    Results of Extra tree. by Balraj Preet Kaur (20370832)

    Published 2024
    “…The results obtained show that the proposed model has superior prediction accuracy in comparison to its counterparts. Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …”