{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,13]],"date-time":"2026-06-13T00:14:26Z","timestamp":1781309666280,"version":"3.54.1"},"publisher-location":"New York, NY, USA","reference-count":33,"publisher":"ACM","license":[{"start":{"date-parts":[[2020,3,30]],"date-time":"2020-03-30T00:00:00Z","timestamp":1585526400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2020,3,30]]},"DOI":"10.1145\/3372780.3375557","type":"proceedings-article","created":{"date-parts":[[2020,3,20]],"date-time":"2020-03-20T21:30:19Z","timestamp":1584739819000},"page":"57-64","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":29,"title":["Transforming Global Routing Report into DRC Violation Map with Convolutional Neural Network"],"prefix":"10.1145","author":[{"given":"Wei-Tse","family":"Hung","sequence":"first","affiliation":[{"name":"National Chiao-Tung University, Hsinchu, Taiwan Roc"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jun-Yang","family":"Huang","sequence":"additional","affiliation":[{"name":"National Chiao-Tung University, Hsinchu, Taiwan Roc"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yih-Chih","family":"Chou","sequence":"additional","affiliation":[{"name":"Global Unichip Corporation, Hsinchu, Taiwan Roc"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Cheng-Hong","family":"Tsai","sequence":"additional","affiliation":[{"name":"Global Unichip Corporation, Hsinchu, Taiwan Roc"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mango","family":"Chao","sequence":"additional","affiliation":[{"name":"National Chiao-Tung University, Hsinchu, Taiwan Roc"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2020,3,30]]},"reference":[{"key":"e_1_3_2_1_1_1","unstructured":"Mart\u00edn Abadi Ashish Agarwal Paul Barham Eugene Brevdo Zhifeng Chen and etal 2015. TensorFlow: Large-Scale Machine Learning on Heterogeneous Systems. http:\/\/tensorflow.org\/ Software available from tensorflow.org.  Mart\u00edn Abadi Ashish Agarwal Paul Barham Eugene Brevdo Zhifeng Chen and et al. 2015. TensorFlow: Large-Scale Machine Learning on Heterogeneous Systems. http:\/\/tensorflow.org\/ Software available from tensorflow.org."},{"key":"e_1_3_2_1_2_1","unstructured":"Said Bleik Shaheen Gauher and Data Scientists at Microsoft. 2016. Computing Classification Evaluation Metrics in R.  Said Bleik Shaheen Gauher and Data Scientists at Microsoft. 2016. Computing Classification Evaluation Metrics in R."},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-7908-2604-3_16"},{"key":"e_1_3_2_1_4_1","volume-title":"Large Scale Kernel Machines, L\u00e9on Bottou","author":"Bottou L\u00e9on"},{"key":"e_1_3_2_1_5_1","volume-title":"An Effective Congestion Driven Placement Framework (ISPD '02)","author":"Brenner Ulrich","year":"2002"},{"key":"e_1_3_2_1_6_1","volume-title":"ECML PKDD Workshop: Languages for Data Mining and Machine Learning. 108--122","author":"Buitinck Lars"},{"key":"e_1_3_2_1_7_1","unstructured":"Cadence Inc. 2018. Innovus Implementation System. https:\/\/www.cadence.com\/content\/cadence-www\/global\/en_US\/home\/tools\/digital-design-and-signoff\/hierarchical-designand-floorplanning\/innovus-implementation-system.html  Cadence Inc. 2018. Innovus Implementation System. https:\/\/www.cadence.com\/content\/cadence-www\/global\/en_US\/home\/tools\/digital-design-and-signoff\/hierarchical-designand-floorplanning\/innovus-implementation-system.html"},{"key":"e_1_3_2_1_8_1","volume-title":"2016 IEEE 34th International Conference on Computer Design (ICCD). 41--48","author":"Chan W. J."},{"key":"e_1_3_2_1_9_1","unstructured":"Wei-Ting J. Chan Pei-Hsin Ho Andrew B. Kahng and Prashant Saxena. 2017. Routability Optimization for Industrial Designs at Sub-14nm Process Nodes Using Machine Learning (ISPD '17). 15--21.  Wei-Ting J. Chan Pei-Hsin Ho Andrew B. Kahng and Prashant Saxena. 2017. Routability Optimization for Industrial Designs at Sub-14nm Process Nodes Using Machine Learning (ISPD '17). 15--21."},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1145\/1961189.1961199"},{"key":"e_1_3_2_1_11_1","volume-title":"Working Set Selection Using Second Order Information for Training Support Vector Machines. J. Mach. Learn. Res. 6 (Dec","author":"Fan Rong-En","year":"2005"},{"key":"e_1_3_2_1_12_1","series-title":"Springer Series in Statistics","volume-title":"The elements of statistical learning: data mining, inference, and prediction","author":"Hastie Trevor"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2015.123"},{"key":"e_1_3_2_1_14_1","volume-title":"Deep Residual Learning for Image Recognition. In 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR). 770--778","author":"He K."},{"key":"e_1_3_2_1_15_1","volume-title":"A guide to receptive field arithmetic for Convolutional Neural Networks. Retrieved","author":"The Hien Dang Ha","year":"2019"},{"key":"e_1_3_2_1_16_1","volume-title":"Proceedings of the 32nd International Conference on Machine Learning, ICML 2015","author":"Ioffe Sergey","year":"2015"},{"key":"e_1_3_2_1_17_1","volume-title":"CS231n Convolutional Neural Networks for Visual Recognition. Retrieved","author":"Karpathy Andrej","year":"2019"},{"key":"e_1_3_2_1_18_1","volume-title":"Adam: A Method for Stochastic Optimization. In 3rd International Conference on Learning Representations, ICLR 2015, San Diego, CA, USA, May 7--9, 2015, Conference Track Proceedings.","author":"Diederik"},{"key":"e_1_3_2_1_19_1","unstructured":"Wen-Hao Liu Cheng-Kok Koh and Yih-Lang Li. 2013. Case Study for Placement Solutions in ISPD11 and DAC12 Routability-driven Placement Contests (ISPD '13). 114--119.  Wen-Hao Liu Cheng-Kok Koh and Yih-Lang Li. 2013. Case Study for Placement Solutions in ISPD11 and DAC12 Routability-driven Placement Contests (ISPD '13). 114--119."},{"key":"e_1_3_2_1_20_1","volume-title":"Sheng","author":"Lou Jinan","year":"2001"},{"key":"e_1_3_2_1_21_1","volume-title":"2014 32nd IEEE International Conference on Computer Design (ICCD). 97--103","author":"Qi Z."},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2016.2572683"},{"key":"e_1_3_2_1_23_1","volume-title":"3rd International Conference on Learning Representations, ICLR","author":"Simonyan Karen","year":"2015"},{"key":"e_1_3_2_1_24_1","volume-title":"Johannes","author":"Spindler Peter","year":"2007"},{"key":"e_1_3_2_1_25_1","unstructured":"Synopsys Inc. 2018. Place and Route - IC Compiler II. https:\/\/www.synopsys.com\/ implementation-and-signoff\/physical-implementation\/ic-compiler-ii.html  Synopsys Inc. 2018. Place and Route - IC Compiler II. https:\/\/www.synopsys.com\/ implementation-and-signoff\/physical-implementation\/ic-compiler-ii.html"},{"key":"e_1_3_2_1_26_1","volume-title":"Rethinking the Inception Architecture for Computer Vision. In 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR). 2818--2826","author":"Szegedy C."},{"key":"e_1_3_2_1_27_1","volume-title":"2017 International Symposium on VLSI Design, Automation and Test (VLSI-DAT). 1--4.","author":"Tabrizi A. F."},{"key":"e_1_3_2_1_28_1","volume-title":"Shuchang Xu, Logan Rakai, Ismail Bustany, Andrew Kennings, and Laleh Behjat.","author":"Tabrizi Aysa Fakheri","year":"2018"},{"key":"e_1_3_2_1_29_1","volume-title":"Guiding Global Placement with Wire Density (ICCAD '08)","author":"Tsota Kalliopi","year":"2008"},{"key":"e_1_3_2_1_30_1","volume-title":"Probabilistic Congestion Prediction (ISPD '04)","author":"Bartels Chris","year":"2004"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1145\/3240765.3240843"},{"key":"e_1_3_2_1_32_1","volume-title":"Congestion Estimation DuringTop-down Placement (ISPD '01)","author":"Yang Xiaojian","year":"2001"},{"key":"e_1_3_2_1_33_1","volume-title":"ISPD 2014 Benchmarks with Sub-45Nm Technology Rules for Detailed-routing-driven Placement (ISPD '14)","author":"Yutsis Vladimir","year":"2014"}],"event":{"name":"ISPD '20: International Symposium on Physical Design","location":"Taipei Taiwan","acronym":"ISPD '20","sponsor":["SIGDA ACM Special Interest Group on Design Automation"]},"container-title":["Proceedings of the 2020 International Symposium on Physical Design"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3372780.3375557","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3372780.3375557","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T23:24:05Z","timestamp":1750202645000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3372780.3375557"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,3,30]]},"references-count":33,"alternative-id":["10.1145\/3372780.3375557","10.1145\/3372780"],"URL":"https:\/\/doi.org\/10.1145\/3372780.3375557","relation":{},"subject":[],"published":{"date-parts":[[2020,3,30]]},"assertion":[{"value":"2020-03-30","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}