The effective receptive field of PSConv when <i>k</i> is 3.
<p>The shades of red represent the effectiveness of the receptive field.</p>
محفوظ في:
| المؤلف الرئيسي: | |
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| مؤلفون آخرون: | , , , , , , |
| منشور في: |
2025
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| الموضوعات: | |
| الوسوم: |
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| _version_ | 1852017159102791680 |
|---|---|
| author | Yuanyuan Wang (20181) |
| author2 | Tongtong Yin (14758525) Xiuchuan Chen (22146211) Yemeng Zhu (22146214) Jibin Wang (373893) Yonghao Ma (554708) Luyue Liu (22146217) Jiajun Wang (512021) |
| author2_role | author author author author author author author |
| author_facet | Yuanyuan Wang (20181) Tongtong Yin (14758525) Xiuchuan Chen (22146211) Yemeng Zhu (22146214) Jibin Wang (373893) Yonghao Ma (554708) Luyue Liu (22146217) Jiajun Wang (512021) |
| author_role | author |
| dc.creator.none.fl_str_mv | Yuanyuan Wang (20181) Tongtong Yin (14758525) Xiuchuan Chen (22146211) Yemeng Zhu (22146214) Jibin Wang (373893) Yonghao Ma (554708) Luyue Liu (22146217) Jiajun Wang (512021) |
| dc.date.none.fl_str_mv | 2025-08-29T17:54:46Z |
| dc.identifier.none.fl_str_mv | 10.1371/journal.pone.0330039.g007 |
| dc.relation.none.fl_str_mv | https://figshare.com/articles/figure/The_effective_receptive_field_of_PSConv_when_i_k_i_is_3_/30014203 |
| dc.rights.none.fl_str_mv | CC BY 4.0 info:eu-repo/semantics/openAccess |
| dc.subject.none.fl_str_mv | Neuroscience Sociology Space Science Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified Chemical Sciences not elsewhere classified Information Systems not elsewhere classified storage seriously impact s3 feature layer s2 feature layer recently released yolov11m holds significant implications excessive background interference improves detection capability neck feature fusion ultimately enhancing small shaped convolution ), 4 %, representing subtle small targets specially designed co proposed method achieves original fusion module experimental results demonstrate div >< p target detection performance pcb defect detection method improves map results demonstrate proposed method fusion module defect targets detection accuracy small size pcb manufacturing efficient small depth convolution 3 %, proposed cspokm kernel module use spdconv superior performance paper proposes local scales limited due industrial production electronic components downsampling operations defects generated csp omni computational complexity better accommodates 6 %. |
| dc.title.none.fl_str_mv | The effective receptive field of PSConv when <i>k</i> is 3. |
| dc.type.none.fl_str_mv | Image Figure info:eu-repo/semantics/publishedVersion image |
| description | <p>The shades of red represent the effectiveness of the receptive field.</p> |
| eu_rights_str_mv | openAccess |
| id | Manara_bfc2a8c4dcbf8ef1eb0b6ef39b68e491 |
| identifier_str_mv | 10.1371/journal.pone.0330039.g007 |
| network_acronym_str | Manara |
| network_name_str | ManaraRepo |
| oai_identifier_str | oai:figshare.com:article/30014203 |
| publishDate | 2025 |
| repository.mail.fl_str_mv | |
| repository.name.fl_str_mv | |
| repository_id_str | |
| rights_invalid_str_mv | CC BY 4.0 |
| spelling | The effective receptive field of PSConv when <i>k</i> is 3.Yuanyuan Wang (20181)Tongtong Yin (14758525)Xiuchuan Chen (22146211)Yemeng Zhu (22146214)Jibin Wang (373893)Yonghao Ma (554708)Luyue Liu (22146217)Jiajun Wang (512021)NeuroscienceSociologySpace ScienceBiological Sciences not elsewhere classifiedMathematical Sciences not elsewhere classifiedChemical Sciences not elsewhere classifiedInformation Systems not elsewhere classifiedstorage seriously impacts3 feature layers2 feature layerrecently released yolov11mholds significant implicationsexcessive background interferenceimproves detection capabilityneck feature fusionultimately enhancing smallshaped convolution ),4 %, representingsubtle small targetsspecially designed coproposed method achievesoriginal fusion moduleexperimental results demonstratediv >< ptarget detection performancepcb defect detectionmethod improves mapresults demonstrateproposed methodfusion moduledefect targetsdetection accuracysmall sizepcb manufacturingefficient smalldepth convolution3 %,proposed cspokmkernel moduleuse spdconvsuperior performancepaper proposeslocal scaleslimited dueindustrial productionelectronic componentsdownsampling operationsdefects generatedcsp omnicomputational complexitybetter accommodates6 %.<p>The shades of red represent the effectiveness of the receptive field.</p>2025-08-29T17:54:46ZImageFigureinfo:eu-repo/semantics/publishedVersionimage10.1371/journal.pone.0330039.g007https://figshare.com/articles/figure/The_effective_receptive_field_of_PSConv_when_i_k_i_is_3_/30014203CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/300142032025-08-29T17:54:46Z |
| spellingShingle | The effective receptive field of PSConv when <i>k</i> is 3. Yuanyuan Wang (20181) Neuroscience Sociology Space Science Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified Chemical Sciences not elsewhere classified Information Systems not elsewhere classified storage seriously impact s3 feature layer s2 feature layer recently released yolov11m holds significant implications excessive background interference improves detection capability neck feature fusion ultimately enhancing small shaped convolution ), 4 %, representing subtle small targets specially designed co proposed method achieves original fusion module experimental results demonstrate div >< p target detection performance pcb defect detection method improves map results demonstrate proposed method fusion module defect targets detection accuracy small size pcb manufacturing efficient small depth convolution 3 %, proposed cspokm kernel module use spdconv superior performance paper proposes local scales limited due industrial production electronic components downsampling operations defects generated csp omni computational complexity better accommodates 6 %. |
| status_str | publishedVersion |
| title | The effective receptive field of PSConv when <i>k</i> is 3. |
| title_full | The effective receptive field of PSConv when <i>k</i> is 3. |
| title_fullStr | The effective receptive field of PSConv when <i>k</i> is 3. |
| title_full_unstemmed | The effective receptive field of PSConv when <i>k</i> is 3. |
| title_short | The effective receptive field of PSConv when <i>k</i> is 3. |
| title_sort | The effective receptive field of PSConv when <i>k</i> is 3. |
| topic | Neuroscience Sociology Space Science Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified Chemical Sciences not elsewhere classified Information Systems not elsewhere classified storage seriously impact s3 feature layer s2 feature layer recently released yolov11m holds significant implications excessive background interference improves detection capability neck feature fusion ultimately enhancing small shaped convolution ), 4 %, representing subtle small targets specially designed co proposed method achieves original fusion module experimental results demonstrate div >< p target detection performance pcb defect detection method improves map results demonstrate proposed method fusion module defect targets detection accuracy small size pcb manufacturing efficient small depth convolution 3 %, proposed cspokm kernel module use spdconv superior performance paper proposes local scales limited due industrial production electronic components downsampling operations defects generated csp omni computational complexity better accommodates 6 %. |