Performance with different loss functions. “ ” and “**” denote significance levels of and , respectively, from a two-sided paired t-test when comparing our best model with others. The best results are shown in bold.

<p>Performance with different loss functions. “ ” and “**” denote significance levels of and , respectively, from a two-sided paired t-test when comparing our best model with others. The best results are shown in bold.</p>

محفوظ في:
التفاصيل البيبلوغرافية
المؤلف الرئيسي: Hua Wang (13530) (author)
مؤلفون آخرون: Yiming Li (40290) (author), Linwei Qiu (22110240) (author), Jicong Zhang (3700579) (author), Jingfei Hu (8894756) (author)
منشور في: 2025
الموضوعات:
الوسوم: إضافة وسم
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_version_ 1852017365785509888
author Hua Wang (13530)
author2 Yiming Li (40290)
Linwei Qiu (22110240)
Jicong Zhang (3700579)
Jingfei Hu (8894756)
author2_role author
author
author
author
author_facet Hua Wang (13530)
Yiming Li (40290)
Linwei Qiu (22110240)
Jicong Zhang (3700579)
Jingfei Hu (8894756)
author_role author
dc.creator.none.fl_str_mv Hua Wang (13530)
Yiming Li (40290)
Linwei Qiu (22110240)
Jicong Zhang (3700579)
Jingfei Hu (8894756)
dc.date.none.fl_str_mv 2025-08-22T17:31:08Z
dc.identifier.none.fl_str_mv 10.1371/journal.pone.0328919.t005
dc.relation.none.fl_str_mv https://figshare.com/articles/dataset/Performance_with_different_loss_functions_and_denote_significance_levels_of_and_respectively_from_a_two-sided_paired_t-test_when_comparing_our_best_model_with_others_The_best_results_are_shown_in_bold_/29969217
dc.rights.none.fl_str_mv CC BY 4.0
info:eu-repo/semantics/openAccess
dc.subject.none.fl_str_mv Developmental Biology
Science Policy
Space Science
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Chemical Sciences not elsewhere classified
Information Systems not elsewhere classified
typical public dataset
soft aggregation operation
lower computational resources
embed features extracted
diversified receptive field
challenging task due
86 %, 91
81 %, 92
25 %, 92
local feature maps
different tissue structures
collect global cues
free attention mechanism
free attention block
art segmentation performance
free attention
range cues
local structure
different angles
rotation consistency
poor contrast
novel transformer
jaccard index
embryo images
dice coefficient
catches non
blastocyst components
blast transformer
based architecture
ambiguous boundaries
45 %.
dc.title.none.fl_str_mv Performance with different loss functions. “ ” and “**” denote significance levels of and , respectively, from a two-sided paired t-test when comparing our best model with others. The best results are shown in bold.
dc.type.none.fl_str_mv Dataset
info:eu-repo/semantics/publishedVersion
dataset
description <p>Performance with different loss functions. “ ” and “**” denote significance levels of and , respectively, from a two-sided paired t-test when comparing our best model with others. The best results are shown in bold.</p>
eu_rights_str_mv openAccess
id Manara_28c6cfb8adbdff7b3d65af6b1ff11fa2
identifier_str_mv 10.1371/journal.pone.0328919.t005
network_acronym_str Manara
network_name_str ManaraRepo
oai_identifier_str oai:figshare.com:article/29969217
publishDate 2025
repository.mail.fl_str_mv
repository.name.fl_str_mv
repository_id_str
rights_invalid_str_mv CC BY 4.0
spelling Performance with different loss functions. “ ” and “**” denote significance levels of and , respectively, from a two-sided paired t-test when comparing our best model with others. The best results are shown in bold.Hua Wang (13530)Yiming Li (40290)Linwei Qiu (22110240)Jicong Zhang (3700579)Jingfei Hu (8894756)Developmental BiologyScience PolicySpace ScienceBiological Sciences not elsewhere classifiedMathematical Sciences not elsewhere classifiedChemical Sciences not elsewhere classifiedInformation Systems not elsewhere classifiedtypical public datasetsoft aggregation operationlower computational resourcesembed features extracteddiversified receptive fieldchallenging task due86 %, 9181 %, 9225 %, 92local feature mapsdifferent tissue structurescollect global cuesfree attention mechanismfree attention blockart segmentation performancefree attentionrange cueslocal structuredifferent anglesrotation consistencypoor contrastnovel transformerjaccard indexembryo imagesdice coefficientcatches nonblastocyst componentsblast transformerbased architectureambiguous boundaries45 %.<p>Performance with different loss functions. “ ” and “**” denote significance levels of and , respectively, from a two-sided paired t-test when comparing our best model with others. The best results are shown in bold.</p>2025-08-22T17:31:08ZDatasetinfo:eu-repo/semantics/publishedVersiondataset10.1371/journal.pone.0328919.t005https://figshare.com/articles/dataset/Performance_with_different_loss_functions_and_denote_significance_levels_of_and_respectively_from_a_two-sided_paired_t-test_when_comparing_our_best_model_with_others_The_best_results_are_shown_in_bold_/29969217CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/299692172025-08-22T17:31:08Z
spellingShingle Performance with different loss functions. “ ” and “**” denote significance levels of and , respectively, from a two-sided paired t-test when comparing our best model with others. The best results are shown in bold.
Hua Wang (13530)
Developmental Biology
Science Policy
Space Science
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Chemical Sciences not elsewhere classified
Information Systems not elsewhere classified
typical public dataset
soft aggregation operation
lower computational resources
embed features extracted
diversified receptive field
challenging task due
86 %, 91
81 %, 92
25 %, 92
local feature maps
different tissue structures
collect global cues
free attention mechanism
free attention block
art segmentation performance
free attention
range cues
local structure
different angles
rotation consistency
poor contrast
novel transformer
jaccard index
embryo images
dice coefficient
catches non
blastocyst components
blast transformer
based architecture
ambiguous boundaries
45 %.
status_str publishedVersion
title Performance with different loss functions. “ ” and “**” denote significance levels of and , respectively, from a two-sided paired t-test when comparing our best model with others. The best results are shown in bold.
title_full Performance with different loss functions. “ ” and “**” denote significance levels of and , respectively, from a two-sided paired t-test when comparing our best model with others. The best results are shown in bold.
title_fullStr Performance with different loss functions. “ ” and “**” denote significance levels of and , respectively, from a two-sided paired t-test when comparing our best model with others. The best results are shown in bold.
title_full_unstemmed Performance with different loss functions. “ ” and “**” denote significance levels of and , respectively, from a two-sided paired t-test when comparing our best model with others. The best results are shown in bold.
title_short Performance with different loss functions. “ ” and “**” denote significance levels of and , respectively, from a two-sided paired t-test when comparing our best model with others. The best results are shown in bold.
title_sort Performance with different loss functions. “ ” and “**” denote significance levels of and , respectively, from a two-sided paired t-test when comparing our best model with others. The best results are shown in bold.
topic Developmental Biology
Science Policy
Space Science
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Chemical Sciences not elsewhere classified
Information Systems not elsewhere classified
typical public dataset
soft aggregation operation
lower computational resources
embed features extracted
diversified receptive field
challenging task due
86 %, 91
81 %, 92
25 %, 92
local feature maps
different tissue structures
collect global cues
free attention mechanism
free attention block
art segmentation performance
free attention
range cues
local structure
different angles
rotation consistency
poor contrast
novel transformer
jaccard index
embryo images
dice coefficient
catches non
blastocyst components
blast transformer
based architecture
ambiguous boundaries
45 %.