المؤلفون: Jianfang Cao (11987557), Xiaodong Tian (1482130), Zhiqiang Chen (218692), Leelavathi Rajamanickam (11812835), Yiming Jia (690965)

مصطلحات موضوعية: Artificial Intelligence and Image Processing, Mural image segmentation, Deep separable convolution, Spatial pyramid pooling, Peak signal-to-noise ratio, Structural similarity index

Relation: https://figshare.com/articles/dataset/Additional_file_1_of_Ancient_mural_segmentation_based_on_a_deep_separable_convolution_network/18864751

الاتاحة: https://doi.org/10.6084/m9.figshare.18864751.v1

المؤلفون: Zhiqiang Chen (218692), Leelavathi Rajamanickam (11812835), Jianfang Cao (1881379), Aidi Zhao (2050579), Xiaohui Hu (511882)

مصطلحات موضوعية: Biochemistry, Sociology, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, useful feature information, overfitting problem caused, localization strategy combined, joint equal contribution, experimental results reveal, conducts feature reweighting, perform label localization, label localization strategy, label localization algorithm, final label set, adaptive hypergraph learning, semantic extension model, bernoulli relevance model, predicted label values, inceptionv3 network pretrained, insufficient labeled images, div >< p, automatic image annotation, optimal k value, ahl ), respectively, optimal model, transfer learning, sem ), predicted labels

Relation: https://figshare.com/articles/figure/SE_module_/17146505

الاتاحة: https://doi.org/10.1371/journal.pone.0260758.g002

المؤلفون: Zhiqiang Chen (218692), Leelavathi Rajamanickam (11812835), Jianfang Cao (1881379), Aidi Zhao (2050579), Xiaohui Hu (511882)

مصطلحات موضوعية: Biochemistry, Sociology, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, useful feature information, overfitting problem caused, localization strategy combined, joint equal contribution, experimental results reveal, conducts feature reweighting, perform label localization, label localization strategy, label localization algorithm, final label set, adaptive hypergraph learning, semantic extension model, bernoulli relevance model, predicted label values, inceptionv3 network pretrained, insufficient labeled images, div >< p, automatic image annotation, optimal k value, ahl ), respectively, optimal model, transfer learning, sem ), predicted labels

Relation: https://figshare.com/articles/figure/Framework_of_the_multilabel_classification_algorithm_/17146502

الاتاحة: https://doi.org/10.1371/journal.pone.0260758.g001

المؤلفون: Zhiqiang Chen (218692), Leelavathi Rajamanickam (11812835), Jianfang Cao (1881379), Aidi Zhao (2050579), Xiaohui Hu (511882)

مصطلحات موضوعية: Biochemistry, Sociology, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, useful feature information, overfitting problem caused, localization strategy combined, joint equal contribution, experimental results reveal, conducts feature reweighting, perform label localization, label localization strategy, label localization algorithm, final label set, adaptive hypergraph learning, semantic extension model, bernoulli relevance model, predicted label values, inceptionv3 network pretrained, insufficient labeled images, div >< p, automatic image annotation, optimal k value, ahl ), respectively, optimal model, transfer learning, sem ), predicted labels

Relation: https://figshare.com/articles/figure/Algorithm_flow_chart_/17146508

الاتاحة: https://doi.org/10.1371/journal.pone.0260758.g003

المؤلفون: Zhiqiang Chen (218692), Leelavathi Rajamanickam (11812835), Jianfang Cao (1881379), Aidi Zhao (2050579), Xiaohui Hu (511882)

مصطلحات موضوعية: Biochemistry, Sociology, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, useful feature information, overfitting problem caused, localization strategy combined, joint equal contribution, experimental results reveal, conducts feature reweighting, perform label localization, label localization strategy, label localization algorithm, final label set, adaptive hypergraph learning, semantic extension model, bernoulli relevance model, predicted label values, inceptionv3 network pretrained, insufficient labeled images, div >< p, automatic image annotation, optimal k value, ahl ), respectively, optimal model, transfer learning, sem ), predicted labels

Relation: https://figshare.com/articles/figure/Corel5k_test_set_label_frequencies_/17146514

الاتاحة: https://doi.org/10.1371/journal.pone.0260758.g005

المؤلفون: Zhiqiang Chen (218692), Leelavathi Rajamanickam (11812835), Jianfang Cao (1881379), Aidi Zhao (2050579), Xiaohui Hu (511882)

مصطلحات موضوعية: Biochemistry, Sociology, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, useful feature information, overfitting problem caused, localization strategy combined, joint equal contribution, experimental results reveal, conducts feature reweighting, perform label localization, label localization strategy, label localization algorithm, final label set, adaptive hypergraph learning, semantic extension model, bernoulli relevance model, predicted label values, inceptionv3 network pretrained, insufficient labeled images, div >< p, automatic image annotation, optimal k value, ahl ), respectively, optimal model, transfer learning, sem ), predicted labels

Relation: https://figshare.com/articles/figure/Corel5k_dataset_label_statistics_/17146511

الاتاحة: https://doi.org/10.1371/journal.pone.0260758.g004

المؤلفون: Zhiqiang Chen (218692), Leelavathi Rajamanickam (11812835), Jianfang Cao (1881379), Aidi Zhao (2050579), Xiaohui Hu (511882)

مصطلحات موضوعية: Biochemistry, Sociology, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, useful feature information, overfitting problem caused, localization strategy combined, joint equal contribution, experimental results reveal, conducts feature reweighting, perform label localization, label localization strategy, label localization algorithm, final label set, adaptive hypergraph learning, semantic extension model, bernoulli relevance model, predicted label values, inceptionv3 network pretrained, insufficient labeled images, div >< p, automatic image annotation, optimal k value, ahl ), respectively, optimal model, transfer learning, sem ), predicted labels

Relation: https://figshare.com/articles/figure/Comparison_of_the_annotation_performance_with_and_without_the_SE_module_/17146517

الاتاحة: https://doi.org/10.1371/journal.pone.0260758.g006

المؤلفون: Zhiqiang Chen (218692), Leelavathi Rajamanickam (11812835), Jianfang Cao (1881379), Aidi Zhao (2050579), Xiaohui Hu (511882)

مصطلحات موضوعية: Biochemistry, Sociology, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, useful feature information, overfitting problem caused, localization strategy combined, joint equal contribution, experimental results reveal, conducts feature reweighting, perform label localization, label localization strategy, label localization algorithm, final label set, adaptive hypergraph learning, semantic extension model, bernoulli relevance model, predicted label values, inceptionv3 network pretrained, insufficient labeled images, div >< p, automatic image annotation, optimal k value, ahl ), respectively, optimal model, transfer learning, sem ), predicted labels

Relation: https://figshare.com/articles/dataset/Experimental_comparison_of_various_automatic_image-labeling_methods_/17146529

الاتاحة: https://doi.org/10.1371/journal.pone.0260758.t003

المؤلفون: Zhiqiang Chen (218692), Leelavathi Rajamanickam (11812835), Jianfang Cao (1881379), Aidi Zhao (2050579), Xiaohui Hu (511882)

مصطلحات موضوعية: Biochemistry, Sociology, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, useful feature information, overfitting problem caused, localization strategy combined, joint equal contribution, experimental results reveal, conducts feature reweighting, perform label localization, label localization strategy, label localization algorithm, final label set, adaptive hypergraph learning, semantic extension model, bernoulli relevance model, predicted label values, inceptionv3 network pretrained, insufficient labeled images, div >< p, automatic image annotation, optimal k value, ahl ), respectively, optimal model, transfer learning, sem ), predicted labels

Relation: https://figshare.com/articles/figure/Experimental_comparisons_of_single_category_indexes_under_different_algorithms_/17146520

الاتاحة: https://doi.org/10.1371/journal.pone.0260758.g007

المؤلفون: Zhiqiang Chen (218692), Leelavathi Rajamanickam (11812835), Jianfang Cao (1881379), Aidi Zhao (2050579), Xiaohui Hu (511882)

مصطلحات موضوعية: Biochemistry, Sociology, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, useful feature information, overfitting problem caused, localization strategy combined, joint equal contribution, experimental results reveal, conducts feature reweighting, perform label localization, label localization strategy, label localization algorithm, final label set, adaptive hypergraph learning, semantic extension model, bernoulli relevance model, predicted label values, inceptionv3 network pretrained, insufficient labeled images, div >< p, automatic image annotation, optimal k value, ahl ), respectively, optimal model, transfer learning, sem ), predicted labels

Relation: https://figshare.com/articles/dataset/Experimental_results_for_different_K_values_/17146523

الاتاحة: https://doi.org/10.1371/journal.pone.0260758.t001

المؤلفون: Zhiqiang Chen (218692), Leelavathi Rajamanickam (11812835), Jianfang Cao (1881379), Aidi Zhao (2050579), Xiaohui Hu (511882)

مصطلحات موضوعية: Biochemistry, Sociology, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, useful feature information, overfitting problem caused, localization strategy combined, joint equal contribution, experimental results reveal, conducts feature reweighting, perform label localization, label localization strategy, label localization algorithm, final label set, adaptive hypergraph learning, semantic extension model, bernoulli relevance model, predicted label values, inceptionv3 network pretrained, insufficient labeled images, div >< p, automatic image annotation, optimal k value, ahl ), respectively, optimal model, transfer learning, sem ), predicted labels

Relation: https://figshare.com/articles/dataset/Comparison_of_annotation_precision_for_single_category_labels_using_different_algorithms_/17146526

الاتاحة: https://doi.org/10.1371/journal.pone.0260758.t002

المؤلفون: Zhiqiang Chen (218692), Leelavathi Rajamanickam (11812835), Jianfang Cao (1881379), Aidi Zhao (2050579), Xiaohui Hu (511882)

مصطلحات موضوعية: Biochemistry, Sociology, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, useful feature information, overfitting problem caused, localization strategy combined, joint equal contribution, experimental results reveal, conducts feature reweighting, perform label localization, label localization strategy, label localization algorithm, final label set, adaptive hypergraph learning, semantic extension model, bernoulli relevance model, predicted label values, inceptionv3 network pretrained, insufficient labeled images, div >< p, automatic image annotation, optimal k value, ahl ), respectively, optimal model, transfer learning, sem ), predicted labels

Relation: https://figshare.com/articles/dataset/Comparison_of_image_annotation_methods_in_various_experiments_/17146532

الاتاحة: https://doi.org/10.1371/journal.pone.0260758.t004