{"version":"1.0","provider_name":"DataHack Summit 2023","provider_url":"https:\/\/www.analyticsvidhya.com\/dhs-2023","author_name":"dhs2023","author_url":"https:\/\/www.analyticsvidhya.com\/dhs-2023\/author\/dhs2023\/","title":"Maximizing Object Detection Quality at No Cost - DataHack Summit 2023","type":"rich","width":600,"height":338,"html":"<blockquote class=\"wp-embedded-content\" data-secret=\"xvD9UJ2mL9\"><a href=\"https:\/\/www.analyticsvidhya.com\/dhs-2023\/session\/maximizing-object-detection-quality-at-no-cost\/\">Maximizing Object Detection Quality at No Cost<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/www.analyticsvidhya.com\/dhs-2023\/session\/maximizing-object-detection-quality-at-no-cost\/embed\/#?secret=xvD9UJ2mL9\" width=\"600\" height=\"338\" title=\"&#8220;Maximizing Object Detection Quality at No Cost&#8221; &#8212; DataHack Summit 2023\" data-secret=\"xvD9UJ2mL9\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" class=\"wp-embedded-content\"><\/iframe><script type=\"text\/javascript\">\n\/*! This file is auto-generated *\/\n!function(c,l){\"use strict\";var e=!1,o=!1;if(l.querySelector)if(c.addEventListener)e=!0;if(c.wp=c.wp||{},c.wp.receiveEmbedMessage);else if(c.wp.receiveEmbedMessage=function(e){var t=e.data;if(!t);else if(!(t.secret||t.message||t.value));else if(\/[^a-zA-Z0-9]\/.test(t.secret));else{for(var r,s,a,i=l.querySelectorAll('iframe[data-secret=\"'+t.secret+'\"]'),n=l.querySelectorAll('blockquote[data-secret=\"'+t.secret+'\"]'),o=0;o<n.length;o++)n[o].style.display=\"none\";for(o=0;o<i.length;o++)if(r=i[o],e.source!==r.contentWindow);else{if(r.removeAttribute(\"style\"),\"height\"===t.message){if(1e3<(s=parseInt(t.value,10)))s=1e3;else if(~~s<200)s=200;r.height=s}if(\"link\"===t.message)if(s=l.createElement(\"a\"),a=l.createElement(\"a\"),s.href=r.getAttribute(\"src\"),a.href=t.value,a.host===s.host)if(l.activeElement===r)c.top.location.href=t.value}}},e)c.addEventListener(\"message\",c.wp.receiveEmbedMessage,!1),l.addEventListener(\"DOMContentLoaded\",t,!1),c.addEventListener(\"load\",t,!1);function t(){if(o);else{o=!0;for(var e,t,r,s=-1!==navigator.appVersion.indexOf(\"MSIE 10\"),a=!!navigator.userAgent.match(\/Trident.*rv:11\\.\/),i=l.querySelectorAll(\"iframe.wp-embedded-content\"),n=0;n<i.length;n++){if(!(r=(t=i[n]).getAttribute(\"data-secret\")))r=Math.random().toString(36).substr(2,10),t.src+=\"#?secret=\"+r,t.setAttribute(\"data-secret\",r);if(s||a)(e=t.cloneNode(!0)).removeAttribute(\"security\"),t.parentNode.replaceChild(e,t);t.contentWindow.postMessage({message:\"ready\",secret:r},\"*\")}}}}(window,document);\n<\/script>\n","thumbnail_url":"https:\/\/www.analyticsvidhya.com\/dhs-2023\/wp-content\/uploads\/2023\/06\/s-quality-at-nocostjpg.jpg","thumbnail_width":500,"thumbnail_height":250,"description":"In this talk, we\u2019ll explore an experimental process which maximizes the performance of object detection models, with almost no retraining effort. Since fine-tuning and retraining deep models is expensive, this talk focuses on extracting the most accuracy out of small datasets. The core idea of the talk is that mistakes in object detection can often [&hellip;]"}