[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-187401-en":3,"doc-seo-187401-105":30,"detail-sidebar-cat-1-en-105":92},{"code":4,"msg":5,"data":6},0,"success",{"doc_id":7,"user_id":8,"nickname":9,"user_avatar":10,"doc_module":11,"category_id":12,"category_name":13,"doc_title":14,"doc_description":15,"doc_content":16,"file_id":17,"file_url":18,"file_type":19,"file_size":20,"view_count":4,"is_deleted":4,"is_public":11,"is_downloadable":11,"audit_status":11,"page_count":21,"language":22,"language_code":23,"site_id":24,"html_lang":23,"table_of_contents":25,"faqs":26,"seo_title":27,"seo_description":15,"update_tm":28,"read_time":29},187401,1374404997633,"Dipper","https://ap-avatar.wpscdn.com/davatar_a8503ba1806abce46bf441b54a3ca4cd",1,158,"General","Synthetic Chip Distortion Ranges Discussion","This document delves into the critical aspect of data augmentation in machine learning, particularly focusing on synthetic and real-world chip distortion ranges. It details the parameters for synthetic distortions including translation (±12 pixels), rotation (±5 degrees), scaling (±10%), and down-sampling (1/N, N ranging from 1 to 6). The document also outlines real-world distortion ranges observed, encompassing translation (-5 to 5 pixels in steps of 2), rotation (-3 to 3 degrees in steps of 2), and scaling (90%, 100%, 110%). A comprehensive table presents the number of original and augmented chips for various aircraft classes: Lockheed C-130, Lockheed P-3, Ilyushin Il-38, Other Confusers, and Background. It further details the data augmentation strategy for synthetic chips of Lockheed C-130 and Lockheed P-3, aiming to generate 2000 augmented chips for each from a single original chip. This approach is crucial for improving the robustness and generalization capabilities of computer vision models, especially in aerial imagery analysis, by exposing them to a wider variety of challenging visual conditions and variations that mimic real-world scenarios.","| Synthetic Chip Distortion Ranges |  |\n| --- | --- |\n| Translation | ±12 pixels |\n| Rotation | ±5 degrees |\n| Scaling | ±10% |\n| Down Sampling | 1/N, N􀟳(1…6) |\n| Real-World Chip Distortion Ranges |  |\n| Translation | (-5, -3, -1, 1, 3, 5) pixels |\n| Rotation | (-3, -1, 1, 3) degrees |\n| Scaling | (90,100,110)% |\n\n\n| Real-World Chips |  |  |\n| --- | --- | --- |\n| Class Name | \\# Original Chips | \\# Augmented Chips |\n| Lockheed C-130 | 221 | 10,000 |\n| Lockheed P-3 | 166 | 10,000 |\n| Ilyushin Il-38 | 15 | 4320 |\n| Other Confusers | 737 | 10,000 |\n| Background | 10 | 670 |\n| Synthetic Chips |  |  |\n| Lockheed C-130 | 1 | 2000 |\n| Lockheed P-3 | 1 | 2000 |","cbCaieNNaIZeSY7l","https://ap.wps.com/l/cbCaieNNaIZeSY7l","pdf",1307424,18,"English","en",105,"# Synthetic Chip Distortion Ranges\n## Real-World Chip Distortion Ranges\n## Real-World Chips\n## Synthetic Chips","[{\"question\":\"What are the synthetic chip distortion ranges mentioned in the document?\",\"answer\":\"The synthetic chip distortion ranges include a translation of ±12 pixels, rotation of ±5 degrees, scaling of ±10%, and down-sampling of 1/N where N is between 1 and 6.\"},{\"question\":\"What are the real-world chip distortion ranges provided?\",\"answer\":\"Real-world chips experience translation within (-5, -3, -1, 1, 3, 5) pixels, rotation within (-3, -1, 1, 3) degrees, and scaling at (90%, 100%, 110%).\"},{\"question\":\"What is the purpose of augmenting chips for Lockheed C-130 and Lockheed P-3?\",\"answer\":\"The purpose is to generate a large dataset of 2,000 augmented chips for each of these aircraft types from a single original chip, likely to improve model training and performance in recognizing these specific aircraft.\"}]","Synthetic Chip Distortion Ranges Discussion | PDF",1788382794,6,{"code":4,"msg":31,"data":32},"ok",{"site_id":24,"language":23,"slug":33,"title":14,"keywords":34,"description":15,"schema_data":35,"social_meta":87,"head_meta":89,"extra_data":91,"updated_unix":28},"synthetic-chip-distortion-ranges-discussion","",{"@graph":36,"@context":86},[37,54,69],{"@type":38,"itemListElement":39},"BreadcrumbList",[40,44,48,51],{"item":41,"name":42,"@type":43,"position":11},"https://docshare.wps.com","Home","ListItem",{"item":45,"name":46,"@type":43,"position":47},"https://docshare.wps.com/template/","Template",2,{"item":49,"name":13,"@type":43,"position":50},"https://docshare.wps.com/template/general/",3,{"item":52,"name":14,"@type":43,"position":53},"https://docshare.wps.com/template/synthetic-chip-distortion-ranges-discussion/187401/",4,{"url":52,"name":14,"@type":55,"author":56,"headline":14,"publisher":58,"fileFormat":61,"inLanguage":23,"description":15,"dateModified":62,"datePublished":63,"encodingFormat":61,"isAccessibleForFree":64,"interactionStatistic":65},"DigitalDocument",{"name":9,"@type":57},"Person",{"url":41,"name":59,"@type":60},"DocShare","Organization","application/pdf","2026-09-04","2026-09-02",true,{"@type":66,"interactionType":67,"userInteractionCount":11},"InteractionCounter",{"@type":68},"ViewAction",{"@type":70,"mainEntity":71},"FAQPage",[72,78,82],{"name":73,"@type":74,"acceptedAnswer":75},"What are the synthetic chip distortion ranges mentioned in the document?","Question",{"text":76,"@type":77},"The synthetic chip distortion ranges include a translation of ±12 pixels, rotation of ±5 degrees, scaling of ±10%, and down-sampling of 1/N where N is between 1 and 6.","Answer",{"name":79,"@type":74,"acceptedAnswer":80},"What are the real-world chip distortion ranges provided?",{"text":81,"@type":77},"Real-world chips experience translation within (-5, -3, -1, 1, 3, 5) pixels, rotation within (-3, -1, 1, 3) degrees, and scaling at (90%, 100%, 110%).",{"name":83,"@type":74,"acceptedAnswer":84},"What is the purpose of augmenting chips for Lockheed C-130 and Lockheed P-3?",{"text":85,"@type":77},"The purpose is to generate a large dataset of 2,000 augmented chips for each of these aircraft types from a single original chip, likely to improve model training and performance in recognizing these specific aircraft.","https://schema.org",{"og:url":52,"og:type":88,"og:title":14,"og:site_name":59,"og:description":15},"article",{"robots":90,"canonical":52},"index,follow",{"doc_id":7,"site_id":24},{"code":4,"msg":5,"data":93},[94,99,104,109,114,119,124,128,133],{"id":95,"doc_module":11,"doc_module_name":46,"category_name":96,"show_sort_weight":97,"slug":98},11,"Presentations",90,"presentations",{"id":100,"doc_module":11,"doc_module_name":46,"category_name":101,"show_sort_weight":102,"slug":103},12,"Resumes",80,"resumes",{"id":105,"doc_module":11,"doc_module_name":46,"category_name":106,"show_sort_weight":107,"slug":108},14,"Invoices",70,"invoices",{"id":110,"doc_module":11,"doc_module_name":46,"category_name":111,"show_sort_weight":112,"slug":113},15,"Posters",60,"posters",{"id":115,"doc_module":11,"doc_module_name":46,"category_name":116,"show_sort_weight":117,"slug":118},16,"Social Media",50,"social-media",{"id":120,"doc_module":11,"doc_module_name":46,"category_name":121,"show_sort_weight":122,"slug":123},17,"Forms",40,"forms",{"id":21,"doc_module":11,"doc_module_name":46,"category_name":125,"show_sort_weight":126,"slug":127},"Letters",30,"letters",{"id":129,"doc_module":11,"doc_module_name":46,"category_name":130,"show_sort_weight":131,"slug":132},21,"Paper Templates",5,"papers-templates",{"id":12,"doc_module":11,"doc_module_name":46,"category_name":13,"show_sort_weight":4,"slug":134},"general-158"]