{"id":578,"date":"2024-01-16T17:03:32","date_gmt":"2024-01-16T17:03:32","guid":{"rendered":"https:\/\/physicaldb.ece.ufl.edu\/?page_id=578"},"modified":"2026-09-26T01:11:06","modified_gmt":"2026-09-26T01:11:06","slug":"ic-cell-image-dataset-using-sem-imaging","status":"publish","type":"page","link":"https:\/\/physicaldb.ece.ufl.edu\/index.php\/ic-cell-image-dataset-using-sem-imaging\/","title":{"rendered":"IC Cell Image Dataset using SEM Imaging"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"578\" class=\"elementor elementor-578\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6f4338e e-flex e-con-boxed e-con e-parent\" data-id=\"6f4338e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6c9ea7e elementor-widget__width-initial elementor-widget elementor-widget-html\" data-id=\"6c9ea7e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<!DOCTYPE html>\r\n<html>\r\n\r\n<head>\r\n    <title>IC Cell Image Dataset using SEM Imaging<\/title>\r\n    <style>\r\n        table {\r\n            background-color: #f0f0f0;\r\n            border-collapse: collapse;\r\n            width: 100%;\r\n        }\r\n\r\n        th,\r\n        td {\r\n            padding: 50px;\r\n            border: 1px solid #ddd;\r\n            text-align: left;\r\n            font-size: x-large;\r\n        }\r\n\r\n        th {\r\n            background-color: #ccc;\r\n        }\r\n\r\n        body {\r\n            font-family: Arial, sans-serif;\r\n        }\r\n\r\n        .popup-background {\r\n            display: none;\r\n            position: fixed;\r\n            top: 0;\r\n            left: 0;\r\n            width: 100%;\r\n            height: 100%;\r\n            background-color: rgba(0, 0, 0, 0.7);\r\n            z-index: 1;\r\n        }\r\n\r\n        .popup-content,\r\n        .file-popup-content {\r\n            position: absolute;\r\n            top: 50%;\r\n            left: 50%;\r\n            transform: translate(-50%, -50%);\r\n            background-color: #fff;\r\n            padding: 20px;\r\n            border-radius: 5px;\r\n            box-shadow: 0px 0px 10px rgba(0, 0, 0, 0.5);\r\n            text-align: center;\r\n        }\r\n\r\n        .file-popup-content {\r\n            background-color: #f9f9f9;\r\n            color: #333;\r\n        }\r\n\r\n        .close {\r\n            position: absolute;\r\n            top: 10px;\r\n            right: 10px;\r\n            font-size: 20px;\r\n            cursor: pointer;\r\n        }\r\n\r\n        .file-link {\r\n            display: block;\r\n            margin: 10px 0;\r\n            color: #007bff;\r\n            text-decoration: none;\r\n            font-size: large;\r\n        }\r\n\r\n        .download-all-btn {\r\n            background-color: #28a745;\r\n            color: white;\r\n            padding: 10px 20px;\r\n            margin-top: 20px;\r\n            border: none;\r\n            border-radius: 5px;\r\n            cursor: pointer;\r\n            font-size: medium;\r\n        }\r\n\r\n        .cite-popup-background {\r\n            display: none;\r\n            \/* Hidden by default *\/\r\n            position: fixed;\r\n            top: 0;\r\n            left: 0;\r\n            width: 100%;\r\n            height: 100%;\r\n            background-color: rgba(0, 0, 0, 0.7);\r\n            z-index: 2;\r\n            \/* Higher z-index so it's on top *\/\r\n        }\r\n\r\n        .cite-popup-box {\r\n            display: none;\r\n            \/* Hidden by default *\/\r\n            position: fixed;\r\n            top: 50%;\r\n            left: 50%;\r\n            transform: translate(-50%, -50%);\r\n            background-color: #fff;\r\n            padding: 20px;\r\n            border-radius: 5px;\r\n            box-shadow: 0px 0px 10px rgba(0, 0, 0, 0.5);\r\n            text-align: left;\r\n            max-width: 600px;\r\n            \/* Maximum width of the popup *\/\r\n            box-sizing: border-box;\r\n            overflow-y: auto;\r\n            max-height: 90vh;\r\n            \/* Maximum height *\/\r\n            z-index: 1001;\r\n            \/* Ensure it's above other elements *\/\r\n        }\r\n\r\n        .cite-action-buttons {\r\n            text-align: right;\r\n        }\r\n\r\n        .cite-action-button {\r\n            background-color: #4CAF50;\r\n            border: none;\r\n            color: white;\r\n            padding: 10px 20px;\r\n            text-align: center;\r\n            text-decoration: none;\r\n            display: inline-block;\r\n            font-size: 16px;\r\n            margin: 4px 2px;\r\n            cursor: pointer;\r\n            border-radius: 5px;\r\n        }\r\n\r\n        .citation-table {\r\n            width: 100%;\r\n            margin-top: 20px;\r\n            \/* Add space above the table *\/\r\n        }\r\n\r\n        .citation-table th,\r\n        .citation-table td {\r\n            font-size: 14px;\r\n            padding: 10px;\r\n            border: 1px solid #ddd;\r\n        }\r\n\r\n        #citeBtn {\r\n            background-color: #28a745;\r\n            \/* Green background *\/\r\n            color: white;\r\n            \/* White text *\/\r\n            padding: 10px 15px;\r\n            \/* Padding around the text *\/\r\n            font-size: 20px;\r\n            \/* Font size *\/\r\n            border: none;\r\n            \/* No border *\/\r\n            border-radius: 5px;\r\n            \/* Rounded corners *\/\r\n            cursor: pointer;\r\n            \/* Pointer on hover *\/\r\n            outline: none;\r\n            \/* No outline when focused *\/\r\n            margin-top: 10px;\r\n            \/* Space from the top *\/\r\n        }\r\n        .paperBtn {\r\n            background-color: #007bff;\r\n            \/* Green background *\/\r\n            color: white;\r\n            \/* White text *\/\r\n            padding: 10px 15px;\r\n            \/* Padding around the text *\/\r\n            font-size: 20px;\r\n            \/* Font size *\/\r\n            border: none;\r\n            \/* No border *\/\r\n            border-radius: 5px;\r\n            \/* Rounded corners *\/\r\n            cursor: pointer;\r\n            \/* Pointer on hover *\/\r\n            outline: none;\r\n            \/* No outline when focused *\/\r\n            margin-top: 10px;\r\n            \/* Space from the top *\/\r\n        }\r\n\r\n        #citeBtn:hover {\r\n            background-color: #218838;\r\n            \/* Darker green on hover *\/\r\n        }\r\n\r\n        .icon-text {\r\n            vertical-align: middle;\r\n            margin-left: 5px;\r\n            cursor: pointer;\r\n            font-size: 16px;\r\n            \/* Adjust icon size *\/\r\n        }\r\n    <\/style>\r\n<\/head>\r\n\r\n<body>\r\n    <h1>IC Cell Image Dataset using SEM Imaging<\/h1>\r\n\r\n    <table>\r\n        <tr>\r\n            <th>Description<\/th>\r\n            <td>The \"Explainable Vision System for Hardware Testing and Assurance\" (EVHA) is a novel system developed\r\n                for enhancing the security of semiconductor chips. It focuses on detecting hardware Trojans, which are\r\n                subtle, yet harmful alterations in chip designs. The EVHA utilizes advanced scanning electron microscopy\r\n                for in-depth analysis of integrated circuits, identifying any deviations from the original design at a\r\n                microscopic level. This detection is crucial for maintaining hardware integrity, especially given the\r\n                increasing trend of outsourcing in chip manufacturing. EVHA stands out for its precision, efficiency,\r\n                and cost-effectiveness, offering a significant advancement in ensuring the trustworthiness and security\r\n                of electronic devices in the global semiconductor industry. <\/td>\r\n        <\/tr>\r\n        <tr>\r\n            <th>Downloads<\/th>\r\n            <td><a href=\"#\" id=\"downloadLink\">IC Cell Image Dataset using SEM Imaging<\/a><\/td>\r\n        <\/tr>\r\n        <tr>\r\n            <th>Citations<\/th>\r\n            <td>\r\n                <!-- Citation Button -->\r\n                <button id=\"citeBtn\"><b>Cite This<\/b><\/button>\r\n                <a href=\"https:\/\/ieeexplore.ieee.org\/document\/10318008\"\r\n                    target=\"_blank\">\r\n                    <button class=\"paperBtn\">Paper<\/button>\r\n                <\/a>\r\n\r\n                <!-- Citation Popup -->\r\n                <div id=\"citeModal\" class=\"cite-popup-background\">\r\n                    <div class=\"cite-popup-box\">\r\n                        <span class=\"cite-close-button\">&times;<\/span>\r\n                        <h2>Citation Formats<\/h2>\r\n                        <table class=\"citation-table\">\r\n                            <!-- Table Headings -->\r\n                            <tr>\r\n                                <th>Text Format<\/th>\r\n                                <th>BibTeX<\/th>\r\n                            <\/tr>\r\n                            <!-- Table Body with citation content -->\r\n                            <tr>\r\n                                <td id=\"textCitation\">\r\n                                    Mukhil Azhagan Mallaiyan Sathiaseelan, Olivia P. Paradis, Rajat\r\n                                    Rai,\r\n                                    Suryaprakash Vasudev Pandurangi, Manoj Yasaswi Vutukuru, Shayan Taheri, Navid\r\n                                    Asadizanjani; October 31\u2013November 4, 2021. \"Logo Classification and Data\r\n                                    Augmentation\r\n                                    Techniques for PCB Assurance and Counterfeit Detection.\" Proceedings of the ISTFA\r\n                                    2021.\r\n                                    ISTFA 2021: Conference Proceedings from the 47th International Symposium for Testing\r\n                                    and\r\n                                    Failure Analysis. Phoenix, Arizona, USA. (pp. 12-19). ASM.\r\n                                    https:\/\/doi.org\/10.31399\/asm.cp.istfa2021p0012\r\n                                <\/td>\r\n                                <td id=\"bibtexCitation\">\r\n                                    @article{10.1145\/3590772, author = {Al Hasan, Md. Mahfuz and\r\n                                    Tahsin\r\n                                    Mostafiz, Mohammad and An Le, Thomas and Julia, Jake and Vashistha, Nidish and\r\n                                    Taheri,\r\n                                    Shayan and Asadizanjani, Navid}, title = {EVHA: Explainable Vision System for\r\n                                    Hardware\r\n                                    Testing and Assurance\u2014An Overview}, year = {2023}, issue_date = {July 2023},\r\n                                    publisher =\r\n                                    {Association for Computing Machinery}, address = {New York, NY, USA}, volume = {19},\r\n                                    number = {3}, issn = {1550-4832}, url = {https:\/\/doi.org\/10.1145\/3590772}, doi =\r\n                                    {10.1145\/3590772}, abstract = {Due to the ever-growing demands for electronic chips\r\n                                    in\r\n                                    different sectors, semiconductor companies have been mandated to offshore their\r\n                                    manufacturing processes. This unwanted matter has made security and trustworthiness\r\n                                    of\r\n                                    their fabricated chips concerning and has caused the creation of hardware attacks.\r\n                                    In\r\n                                    this condition, different entities in the semiconductor supply chain can act\r\n                                    maliciously\r\n                                    and execute an attack on the design computing layers, from devices to systems. Our\r\n                                    attack is a hardware Trojan that is inserted during mask generation\/fabrication in\r\n                                    an\r\n                                    untrusted foundry. The Trojan leaves a footprint in the fabrication through\r\n                                    addition,\r\n                                    deletion, or change of design cells. To tackle this problem, we propose EVHA\r\n                                    (Explainable Vision System for Hardware Testing and Assurance) in this work, which\r\n                                    can\r\n                                    detect the smallest possible change to a design in a low-cost, accurate, and fast\r\n                                    manner. The inputs to this system are scanning electron microscopy images acquired\r\n                                    from\r\n                                    the integrated circuits under examination. The system output is the determination of\r\n                                    integrated circuit status in terms of having any defect and\/or hardware Trojan\r\n                                    through\r\n                                    addition, deletion, or change in the design cells at the cell level. This article\r\n                                    provides an overview on the design, development, implementation, and analysis of our\r\n                                    defense system.}, journal = {J. Emerg. Technol. Comput. Syst.}, month = {jun},\r\n                                    articleno\r\n                                    = {24}, numpages = {25}, keywords = {Hardware security and trust, contrastive\r\n                                    learning,\r\n                                    Artificial Intelligence, self-supervised learning, generative adversarial networks,\r\n                                    synthetic image generation, end-to-end learning, convolutional neural networks,\r\n                                    scanning\r\n                                    electron microscopy, computer vision, semi-invasive methods, hardware Trojan,\r\n                                    physical\r\n                                    inspection and assurance}}\r\n                                <\/td>\r\n                            <\/tr>\r\n                        <\/table>\r\n                        <!-- Action Buttons for copying and downloading citations -->\r\n                        <div class=\"cite-action-buttons\">\r\n                            <button class=\"cite-action-button\" onclick=\"copyCitation('text')\">Copy Text Format<\/button>\r\n                            <button class=\"cite-action-button\" onclick=\"copyCitation('bibtex')\">Copy BibTeX<\/button>\r\n                            <button class=\"cite-action-button\" onclick=\"downloadCitation('bibtex')\">Download BibTeX<\/button>\r\n                            <button class=\"cite-action-button\" onclick=\"downloadCitation('bibtex')\">Download Text<\/button>\r\n                        <\/div>\r\n                    <\/div>\r\n                <\/div>\r\n            <\/td>\r\n        <\/tr>\r\n    <\/table>\r\n    <!-- Popup content for registration and sign-in -->\r\n    <div class=\"popup-background\" id=\"registrationPopupBackground\">\r\n        <div class=\"popup-content\">\r\n            <span class=\"close\" id=\"closeRegistrationPopup\">&times;<\/span>\r\n            <h2>You have to be registered to access this file<\/h2>\r\n            <p style=\"font-size: large;\">Please register to access the download link. <a\r\n                    href=\"https:\/\/physicaldb.ece.ufl.edu\/index.php\/register-2\/\"\r\n                    target=\"_blank\"><button>Register<\/button><\/a><\/p>\r\n            <p style=\"font-size: large;\">If you are already a user, please sign in.<button id=\"signInButton\">Sign\r\n                    In<\/button><\/p>\r\n        <\/div>\r\n    <\/div>\r\n\r\n\r\n    <div class=\"popup-background\" id=\"signInPopupBackground\">\r\n        <div class=\"popup-content\">\r\n            <span class=\"close\" id=\"closeSignInPopup\">&times;<\/span>\r\n            <h2>Sign In<\/h2>\r\n            <p>Please enter your credentials and click \"Submit\" to sign in.<\/p>\r\n            <form id=\"signInForm\">\r\n                <input type=\"text\" id=\"username\" name=\"username\" placeholder=\"Username\" required><br>\r\n                <input type=\"password\" id=\"password\" name=\"password\" placeholder=\"Password\" required><br>\r\n                <input type=\"submit\" value=\"Submit\">\r\n            <\/form>\r\n        <\/div>\r\n    <\/div>\r\n    <div class=\"popup-background\" id=\"fileSelectionPopupBackground\">\r\n        <div class=\"popup-content file-popup-content\">\r\n            <span class=\"close\" id=\"closeFileSelectionPopup\">&times;<\/span>\r\n            <h2>Select Files to Download<\/h2>\r\n            <a class=\"file-link\"\r\n                href=\"https:\/\/physicaldb.ece.ufl.edu\/wp-content\/uploads\/2023\/10\/extracts\/SEM imaging-IC\/Cropped Cells\">\r\n                <span class=\"file-icon\" role=\"img\" aria-label=\"folder\">\ud83d\udcc1<\/span>\r\n                <span class=\"file-text\">Cropped Cells<\/span>\r\n            <\/a>\r\n            <a class=\"file-link\"\r\n                href=\"https:\/\/physicaldb.ece.ufl.edu\/wp-content\/uploads\/2023\/10\/extracts\/SEM imaging-IC\/File Details\">\r\n                <span class=\"file-icon\" role=\"img\" aria-label=\"folder\">\ud83d\udcc1<\/span>\r\n                <span class=\"file-text\">File Details<\/span>\r\n            <\/a>\r\n            <a class=\"file-link\" href=\"https:\/\/physicaldb.ece.ufl.edu\/wp-content\/uploads\/2023\/10\/extracts\/\/SEM Image\">\r\n                <span class=\"file-icon\" role=\"img\" aria-label=\"folder\">\ud83d\udcc1<\/span>\r\n                <span class=\"file-text\">SEM Image<\/span>\r\n            <\/a>\r\n            <button class=\"download-all-btn\" id=\"downloadAllButton\">Download Entire ZIP File<\/button>\r\n        <\/div>\r\n    <\/div>\r\n    <script>\r\n        var citeModal = document.getElementById(\"citeModal\");\r\n        var citeBtn = document.getElementById(\"citeBtn\");\r\n        var citeClose = document.getElementsByClassName(\"cite-close-button\")[0];\r\n\r\n        citeBtn.onclick = function () {\r\n            citeModal.style.display = \"block\";\r\n            citeModal.children[0].style.display = \"block\"; \/\/ Ensure the inner box is also displayed\r\n        };\r\n\r\n        citeClose.onclick = function () {\r\n            citeModal.style.display = \"none\";\r\n        };\r\n\r\n        window.onclick = function (event) {\r\n            if (event.target == citeModal) {\r\n                citeModal.style.display = \"none\";\r\n            }\r\n        };\r\n\r\n        \/\/ Function to copy citation text\r\n        function copyCitation(format) {\r\n            var text = format === 'text' ? document.getElementById(\"textCitation\").innerText : document.getElementById(\"bibtexCitation\").innerText;\r\n            var textArea = document.createElement(\"textarea\");\r\n            textArea.value = text;\r\n            document.body.appendChild(textArea);\r\n            textArea.select();\r\n            document.execCommand(\"Copy\");\r\n            textArea.remove();\r\n            alert(\"Citation copied to clipboard\");\r\n        }\r\n        function downloadCitation(format) {\r\n            var text = format === 'bibtex' ? document.getElementById(\"bibtexCitation\").innerText : '';\r\n            var element = document.createElement('a');\r\n            element.setAttribute('href', 'data:text\/plain;charset=utf-8,' + encodeURIComponent(text));\r\n            element.setAttribute('download', 'citation.bib');\r\n            document.body.appendChild(element);\r\n            element.click();\r\n            document.body.removeChild(element);\r\n        }\r\n        document.addEventListener(\"DOMContentLoaded\", function () {\r\n            const registrationPopupBackground = document.getElementById(\"registrationPopupBackground\");\r\n            const signInPopupBackground = document.getElementById(\"signInPopupBackground\");\r\n            const fileSelectionPopupBackground = document.getElementById(\"fileSelectionPopupBackground\");\r\n            const closeRegistrationPopup = document.getElementById(\"closeRegistrationPopup\");\r\n            const closeSignInPopup = document.getElementById(\"closeSignInPopup\");\r\n            const closeFileSelectionPopup = document.getElementById(\"closeFileSelectionPopup\");\r\n            const signInForm = document.getElementById(\"signInForm\");\r\n\r\n            \/\/ Dummy credentials for demonstration purposes\r\n            const credentials = {\r\n                \"physicaldb\": \"password\",\r\n                \/\/ \"aadyn\": \"q2QN6Uy4qVme\",\r\n                \"Jeonghyeon\": \"fzOzSue3De21\",\r\n                \"Zaman\": \"AABU9g79Vv8C\"\r\n                \r\n            };\r\n\r\n            signInForm.addEventListener(\"submit\", function (event) {\r\n                event.preventDefault();\r\n                const username = document.getElementById(\"username\").value;\r\n                const password = document.getElementById(\"password\").value;\r\n\r\n                if (credentials[username] && credentials[username] === password) {\r\n                    signInPopupBackground.style.display = \"none\";\r\n                    fileSelectionPopupBackground.style.display = \"block\";\r\n                } else {\r\n                    alert(\"Invalid username or password. Please try again.\");\r\n                }\r\n            });\r\n\r\n            document.getElementById(\"downloadLink\").addEventListener(\"click\", function (event) {\r\n                event.preventDefault();\r\n                registrationPopupBackground.style.display = \"block\";\r\n            });\r\n\r\n            document.getElementById(\"signInButton\").addEventListener(\"click\", function () {\r\n                registrationPopupBackground.style.display = \"none\";\r\n                signInPopupBackground.style.display = \"block\";\r\n            });\r\n            closeRegistrationPopup.addEventListener(\"click\", function () {\r\n                registrationPopupBackground.style.display = \"none\";\r\n            });\r\n\r\n            closeSignInPopup.addEventListener(\"click\", function () {\r\n                signInPopupBackground.style.display = \"none\";\r\n            });\r\n\r\n            closeFileSelectionPopup.addEventListener(\"click\", function () {\r\n                fileSelectionPopupBackground.style.display = \"none\";\r\n            });\r\n\r\n            document.getElementById(\"downloadAllButton\").addEventListener(\"click\", function () {\r\n                window.location.href = \"https:\/\/physicaldb.ece.ufl.edu\/wp-content\/uploads\/2023\/10\/DATASET OF CELL IMAGES EXTRACTED FROM SEM IMAGING DATA FOR A CHIP IN 28NM CMOS TECHNOLOGY NODE.zip\";\r\n            });\r\n        });\r\n    <\/script>\r\n<\/body>\r\n\r\n<\/html>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>IC Cell Image Dataset using SEM Imaging IC Cell Image Dataset using SEM Imaging Description The &#8220;Explainable Vision System for Hardware Testing and Assurance&#8221; (EVHA) is a novel system developed for enhancing the security of semiconductor chips. It focuses on detecting hardware Trojans, which are subtle, yet harmful alterations in chip designs. The EVHA utilizes [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-578","page","type-page","status-publish","hentry"],"blocksy_meta":{"styles_descriptor":{"styles":{"desktop":"","tablet":"","mobile":""},"google_fonts":[],"version":8}},"_links":{"self":[{"href":"https:\/\/physicaldb.ece.ufl.edu\/index.php\/wp-json\/wp\/v2\/pages\/578","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/physicaldb.ece.ufl.edu\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/physicaldb.ece.ufl.edu\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/physicaldb.ece.ufl.edu\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/physicaldb.ece.ufl.edu\/index.php\/wp-json\/wp\/v2\/comments?post=578"}],"version-history":[{"count":99,"href":"https:\/\/physicaldb.ece.ufl.edu\/index.php\/wp-json\/wp\/v2\/pages\/578\/revisions"}],"predecessor-version":[{"id":1720,"href":"https:\/\/physicaldb.ece.ufl.edu\/index.php\/wp-json\/wp\/v2\/pages\/578\/revisions\/1720"}],"wp:attachment":[{"href":"https:\/\/physicaldb.ece.ufl.edu\/index.php\/wp-json\/wp\/v2\/media?parent=578"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}