{"id":150023,"date":"2026-02-28T17:02:28","date_gmt":"2026-02-28T17:02:28","guid":{"rendered":"https:\/\/devsdata.com\/case-studies\/printed-aerospace-computer-vision-software-firmware-development\/"},"modified":"2026-03-26T09:52:04","modified_gmt":"2026-03-26T09:52:04","slug":"printed-aerospace-computer-vision-software-firmware-development","status":"publish","type":"case_study","link":"https:\/\/devsdata.com\/de\/case-studies\/printed-aerospace-computer-vision-software-firmware-development\/","title":{"rendered":"Printed Aerospace, Inc. \u2013 CV Software and Firmware"},"content":{"rendered":"<section>\n<h1>Printed Aerospace, Inc. \u2013 CV Software and Firmware<\/h1>\n\n    <style>`\n        .post-info {\n            display: flex;\n            flex-direction: row;\n            font-family: Montserrat;\n            font-style: normal;\n            font-weight: 500;\n            font-size: 16px;\n            line-height: 150%;\n            letter-spacing: 0.02em;\n            color: #6D7082;\n            \/*padding-top:32px;*\/\n        }\n\n        .info-container .post-info {\n            display: flex;\n            flex-direction: column;\n            justify-content: space-between;\n        }\n\n        .post-info-main {\n            width: 100%;\n            display: flex;\n            flex-wrap: wrap;\n            row-gap: 5px;\n            column-gap: 20px;\n            grid-template-rows: repeat(3, auto);\n            grid-template-columns: 60px max-content auto;\n            margin-bottom:12px;\n        }\n\n        .with-reviewer {\n            flex-wrap: wrap;\n            row-gap: 5px;\n        }\n\n        .author-name {\n            margin-bottom:4px;\n            grid-row-start: 2;\n            text-decoration: underline;\n            color:black !important;\n        }\n\n        .rank-math-breadcrumb {\n            margin-top:20px;\n            position: relative;\n            z-index: 1;\n        }\n\n        .rank-math-breadcrumb p {\n            margin: 0;\n            white-space: nowrap; \n            overflow: hidden;\n            text-overflow: ellipsis;\n            gap: 8px;\n            display: flex;\n        }\n\n        .rank-math-breadcrumb a {\n            color: #6d7082;\n        }\n\n        .rank-math-breadcrumb a:hover {\n            text-decoration: underline;\n            color: #0332c9;\n        }\n\n        .author-avatar {\n            display: flex;\n            justify-content: center;\n            margin-right: 15px;\n            width: fit-content;\n            grid-row-start: span 2;\n            grid-row-end: 4;\n        }\n\n        .author-avatar picture {\n            display: flex;\n            justify-content: center;\n            align-items: center;\n        }\n\n        .author-avatar.clicked {\n            transform: scale(1.1);\n        }\n\n        .post-info .author-avatar img {\n            min-width:44px;\n            height: 44px;\n            width: auto;\n            object-fit: cover;\n            aspect-ratio: 1\/1;\n            filter: grayscale(1);\n            border-radius: 100%;\n            position: relative;\n            top: 2px;\n        }\n\n        .post-info .author_socials {\n            display: flex;\n            flex-direction: row;\n            align-items: center;\n            grid-row-start: 3;\n            grid-column: span 2;\n            gap: 15px;\n            list-style-type: none;\n            padding: 0;\n            margin: 0;\n        }\n\n        .post-info .author_socials li a {\n            display: flex;\n            align-item: center;\n            text-decoration: none;\n        }\n\n        .author_socials a svg {\n            width: 16px;\n            height: 16px;\n            transition: 0.3s;\n            color: #000;\n        }\n      \n        .author_socials li:hover svg {\n            color: #0332c9;\n        }\n\n        .right-info a {\n            width: fit-content;\n            color: unset;\n        }\n\n        .right-info a:hover {\n            text-decoration: underline;\n        }\n\n        .post-info .clock {\n            position: relative;\n            padding-right: 5px;\n            top: 2px;\n        }\n\n        .post-info .arrow {\n            position: relative;\n            margin-left: 10px;\n            margin-right: 10px;\n            transition: .2s;\n            height: 6px;\n            bottom: 1px;\n        }\n        .post-info .post-info-separator {\n            padding-right: 3px;\n            padding-left: 3px;\n        }\n\n        .reviewer-info {\n            display: flex;\n            flex-direction:column;\n            justify-content: center;\n            align-items: flex-start;\n            grid-row-start: 2;\n            align-self: start;\n            justify-self: end;\n            font-family: \"Montserrat\", arial;\n            color: #000;\n        }\n\n        .reviewer-info.the_first_row {\n            justify-self: start;\n            grid-row-start: 1;\n            grid-column: span 3;\n        }\n\n        .meta-checkmark {\n            width: 20px;\n            height: auto;\n        }\n\n        .reviewer-info a {\n            margin-left: 0;\n            color: #000;\n            text-decoration: underline;\n        }\n        .reviewer-info a:hover {\n            color: #0332c9;\n        }\n        .reviewer-info a:visited {\n            color: #551a8b;\n        }\n        .reviewer-info a:active {\n            color: #0332c9;\n        }\n        .language-dropdown-container {\n            display: inline-block;\n            width: 200px;\n        }\n\n        .language_switcher {\n            display: inline-flex;\n            align-items: center;\n            flex-direction: row;\n            gap: 5px;\n            vertical-align: middle;\n        }\n        \n        .language_switcher .wpml-ls-legacy-dropdown {\n            width: auto;\n            position: relative;\n            vertical-align: middle;\n        }\n\n        .language_switcher .wpml-ls-legacy-dropdown ul {\n            list-style: none;\n            padding: 0;\n            margin: 0;\n        }\n\n        .language_switcher .wpml-ls-legacy-dropdown .wpml-ls-current-language {\n            position: relative;\n            margin-bottom:0;\n        }\n\n        .language_switcher .wpml-ls-legacy-dropdown .wpml-ls-current-language > a {\n            padding-left:16px !important;\n            display: flex;\n            align-items: center;\n            justify-content: space-between;\n            width: 100%;\n            box-sizing: border-box;\n        }\n\n        .language_switcher .wpml-ls-legacy-dropdown .wpml-ls-sub-menu {\n            display: none;\n            position: absolute;\n            z-index: 10;\n            top: 100%;\n            left: 0;\n            width: 100%;\n            margin: 0;\n            background-color: rgb(238, 238, 238);\n            border-radius: 0 0 8px 8px;\n            overflow: hidden;\n        }\n\n        .language_switcher .wpml-ls-legacy-dropdown .wpml-ls-sub-menu li {\n            display: block;\n            width: 100%;\n            margin-bottom:0;\n        }\n\n        .language_switcher .wpml-ls-legacy-dropdown .wpml-ls-sub-menu li:hover {\n            background-color:rgba(204, 204, 211) !important\n        }\n\n        .language_switcher .wpml-ls-legacy-dropdown .wpml-ls-sub-menu a {\n            display: block;\n            width: 100%;\n            padding: 8px 15px 8px 16px;\n            margin-left: 0;\n            box-sizing: border-box;\n            white-space: nowrap;\n            text-align: left;\n        }\n\n        @media (hover: hover) {\n            .language_switcher .wpml-ls-legacy-dropdown .wpml-ls-current-language:hover > .wpml-ls-sub-menu {\n                display: block;\n            }\n        }\n\n        .language_switcher .wpml-ls-legacy-dropdown .wpml-ls-current-language.wpml-dropdown-open > .wpml-ls-sub-menu {\n            display: block;\n        }\n\n        .language_switcher .wpml-ls-legacy-dropdown .wpml-ls-current-language.wpml-dropdown-open > a.wpml-ls-item-toggle:after {\n            transform: scale(.7) rotate(180deg);\n        }\n\n        .language_switcher .wpml-ls-legacy-dropdown .wpml-ls-current-language.wpml-dropdown-open > .wpml-ls-item-toggle {\n            border-radius: 8px 8px 0 0;\n            background-color: rgba(204, 204, 211);\n        }\n\n        .wpml-ls-legacy-dropdown a:focus {\n            background-color: #FFFFFF;\n        }\n\n        .language_switcher .wpml-ls-legacy-dropdown a:visited {\n            color: #000000 !important;\n        }\n\n        .wpml-ls-legacy-dropdown a.wpml-ls-item-toggle:after {\n            content: \"\";\n            display: inline-block;\n            transform: scale(.7);\n            height: 20px;\n            width: 20px;\n            background: url(\"\/wp-content\/uploads\/2020\/07\/Vector.png\");\n            margin-left: 5px;\n            background-repeat: no-repeat;\n            background-position: center center;\n            background-size: 10px;\n            border: none;\n            position: unset;\n            background-color: #eee;\n            border-radius: 50%;\n            padding: 10px;\n            transition: transform 0.2s ease-in-out;\n            vertical-align: middle;\n            flex-shrink: 0;\n        }\n\n        .language_switcher a {\n            border: none;\n            padding: 10px 15px;\n        }\n\n        .wpml-ls-legacy-dropdown a.wpml-ls-item-toggle {\n            padding: 0 5px 0 2px !important;\n        }\n\n        @media (hover: hover) {\n            .wpml-ls-sub-menu a.wpml-ls-link:hover,\n            .language_switcher .wpml-ls-legacy-dropdown a.wpml-ls-item-toggle:hover {\n                background-color: rgba(204, 204, 211);\n                color: #000000 !important;\n                text-decoration: none;\n            }\n        }\n\n        .wpml-ls-sub-menu {\n            border: none !important;\n            background-color: transparent;\n        }\n\n        .wpml-ls-sub-menu a {\n            background-color: #FFFFFF;\n        }\n\n        .wpml-ls-current-language .wpml-ls-item-toggle {\n            border-radius: 8px;\n        }\n\n        @media (hover: hover) {\n            .wpml-ls-current-language:hover .wpml-ls-sub-menu a {\n                background-color: rgb(238, 238, 238) !important;\n            }\n\n            .wpml-ls-current-language .wpml-ls-sub-menu a:hover,\n            a.wpml-ls-item-toggle:hover:after {\n                background-color: rgba(204, 204, 211) !important;\n            }\n\n            .wpml-ls-current-language:hover a.wpml-ls-item-toggle:after {\n                transform: scale(.7) rotate(180deg);\n            }\n\n            .wpml-ls-current-language:hover .language_switcher .wpml-ls-legacy-dropdown a {\n                background-color: rgba(109, 112, 130, 0.1);\n            }\n\n            .wpml-ls-current-language:hover .wpml-ls-item-toggle{\n                border-radius: 8px 8px 0 0;\n            }\n\n            .wpml-ls-current-language:hover .wpml-ls-item:last-child .wpml-ls-link{\n                border-radius: 0 0 8px 8px;\n            }\n        }\n\n        .wpml-ls-current-language.wpml-dropdown-open .wpml-ls-sub-menu a {\n            background-color: rgb(238, 238, 238) !important;\n        }\n\n        .wpml-ls-current-language.wpml-dropdown-open .wpml-ls-item:last-child .wpml-ls-link{\n            border-radius: 0 0 8px 8px;\n        }\n\n        ul.language-list {\n            \/*min-height: 71px;*\/\n            margin: 0;\n            overflow: hidden;\n            position: absolute;\n            display: inline-block;\n            list-style: none;\n            vertical-align: top;\n            background-color: #FFFFFF;\n            padding: 0;\n            z-index: 2;\n        }\n\n        ul.language-list.mobile {\n            border-radius: 10px;\n            border: 1px solid rgba(109, 112, 130, 0.1);\n            margin-left: 10px;\n        }\n\n        .language-list.mobile li:hover {\n            background-color: rgba(109, 112, 130, 0.1)\n        }\n\n        .language-list.mobile li:hover a {\n            color: #000000;\n        }\n\n        .dropdown-arrow {\n            display: inline-block;\n            border-radius: 50%;\n            height: 30px;\n            width: 30px;\n        }\n\n        .dropdown-arrow {\n            background-color: rgba(109, 112, 130, 0.1);\n        }\n\n        .dropdown-arrow:hover {\n            background-color: rgba(109, 112, 130, 0.3);\n        }\n\n        .dropdown-arrow.mobile,\n        .dropdown-arrow.mobile:hover {\n            background-color: unset;\n        }\n\n        .language-list li {\n            padding-left: 10px;\n            cursor: pointer;\n            display: none;\n        }\n\n        .language-list li a {\n            color: #6D7082;\n            text-decoration: none;\n        }\n\n        .language-list li:first-child {\n            display: block;\n        }\n\n        .active li {\n            display: block;\n        }\n\n        .rotated {\n            transform: rotate(180deg);\n            bottom: 2px !important;\n        }\n        .bookmark {\n            align-self: center;\n            cursor:pointer;\n            display:none;\n        }\n        \n        .article h1 + p,\n        .article h1 + p + p {\n            margin: 0;\n            margin-bottom: 0 !important;\n        }\n\n        .info-container{\n            \/*min-height:150px;*\/\n            direction: ltr;\n            display: flex;\n            flex-direction: column;\n            justify-content: space-between;\n            padding-top: 20px;\n        }\n        .tags{\n            font-family: \"Montserrat\", sans-serif;\n            display: flex;\n            flex-direction: row;\n            justify-content: flex-start;\n            flex-wrap: wrap;\n            width: 100%;\n            overflow: hidden;\n            font-size: 14px;\n            border-radius: unset;\n            margin-bottom:20px;\n        }\n        .tags a {\n            font-style: normal;\n            line-height: 1.75em;\n            border: 0.5px solid #e2e5e9;\n            margin-right: 7px;\n            margin-top: 7px;\n            transition: 0.2s;\n            transition-property: background;\n            border-radius: 5px;\n            padding: 0.2em 0.8em;\n            color: black;\n        }\n        .tags a:hover {\n            background-color: #c1c7d0;\n        }\n\n        .tags a:visited {\n            color: #000;\n        }\n        .tags a:active {\n            color: #000;\n        }\n        .default-a:focus {\n            background-color: unset;\n        }\n\n        .default-a:hover{\n            text-decoration: underline;\n        }\n        .separator {\n        color:black !important;\n        font-weight:600;\n        }\n        .last {\n        color:black !important;\n        font-weight:600;\n        }\n        @media screen and (max-width:1034px) {\n        .author_links {\n        margin-right:auto;\n        }\n        .reviewer-info {\n        width: 100%;\n        }\n        }\n        @media screen and (max-width:767px) {\n        .language_switcher {\n        display: flex;\n        margin-top: 5px;\n        }\n        }\n        @media screen and (max-width:490px) {\n        .review-lowres {\n        display:flex !important;\n        }\n        .review-highres {\n        display:none !important;\n        }\n        .author_links {\n        margin-right:36px !important;\n        } \n        }\n    <\/style>\n    <div><nav aria-label=\"breadcrumbs\" class=\"rank-math-breadcrumb\"><p><span class=\"last\">Home<\/span><\/p><\/nav><\/div>\n    \n    <div class=\"info-container\">\n    <div class=\"post-info with-reviewer\">\n        <div class=\"post-info-main\">\n            <div class=\"author-avatar\">\n                <picture>\n                        <source\n                            srcset=\"https:\/\/devsdata.com\/wp-content\/uploads\/2024\/11\/tompotanski-new-min.webp\" type=image\/webp> \n                        <source \n                            srcset=\"https:\/\/devsdata.com\/wp-content\/uploads\/2024\/11\/tompotanski-new-min.jpg\" type=\"image\/jpeg\">\n                        <img decoding=\"async\" \n                            class=\"avatar lazyload\"\n                            width=\"64\" \n                            height=\"64\"\n                            src=\"https:\/\/devsdata.com\/wp-content\/uploads\/2024\/11\/tompotanski-new-min.jpg\"\n                            alt=\"avatar\"\n                            loading=\"lazy\"\n                            title=\"Tom Potanski\"\n                        >\n                <\/picture>\n            <\/div>\n            <div style=\"display:flex; flex-direction:column;margin-right:auto;\" class=\"author_links\">\n            <a href=\"\/author\/tom-potanski\/\" class=\"author-name\">Tom Potanski<\/a>\n            <ul class=\"author_socials\">\n            <li>\n                <a href=\"https:\/\/www.linkedin.com\/in\/tompotanski\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\" aria-label=\"Tom Potanski on Linkedin\">\n                    <svg version=\"1.0\" fill=\"currentColor\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 448 512\" aria-hidden=\"true\">\n                            <g id=\"linkedin5_layer\">\n                                <path d=\"M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9V416z\" data-hs-event-238572417=\"1\"><\/path>\n                            <\/g>\n                        <\/svg>\n                <\/a>\n            <\/li>\n            <li>\n                <a href=\"https:\/\/www.crunchbase.com\/person\/tom-potanski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\" aria-label=\"Tom Potanski on Crunchbase\">\n                    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"currentColor\" width=\"800px\" height=\"800px\" viewBox=\"0 0 24 24\" role=\"img\">\n                            <title>Crunchbase icon<\/title>\n                            <path d=\"M21.6 0H2.4A2.41 2.41 0 0 0 0 2.4v19.2A2.41 2.41 0 0 0 2.4 24h19.2a2.41 2.41 0 0 0 2.4-2.4V2.4A2.41 2.41 0 0 0 21.6 0zM7.045 14.465A2.11 2.11 0 0 0 9.84 13.42h1.66a3.69 3.69 0 1 1 0-1.75H9.84a2.11 2.11 0 1 0-2.795 2.795zm11.345.845a3.55 3.55 0 0 1-1.06.63 3.68 3.68 0 0 1-3.39-.38v.38h-1.51V5.37h1.5v4.11a3.74 3.74 0 0 1 1.8-.63H16a3.67 3.67 0 0 1 2.39 6.46zm-.223-2.766a2.104 2.104 0 1 1-4.207 0 2.104 2.104 0 0 1 4.207 0z\"\/>\n                        <\/svg>\n                <\/a>\n            <\/li>\n            <li>\n                <a href=\"https:\/\/medium.com\/@tompotanski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\" aria-label=\"Tom Potanski on Medium\">\n                    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" width=\"800px\" height=\"800px\" viewBox=\"0 -55 256 256\" version=\"1.1\" preserveAspectRatio=\"xMidYMid\">\n                        <g>\n                            <path d=\"M72.2009141,1.42108547e-14 C112.076502,1.42108547e-14 144.399375,32.5485469 144.399375,72.6964154 C144.399375,112.844284 112.074049,145.390378 72.2009141,145.390378 C32.327779,145.390378 0,112.844284 0,72.6964154 C0,32.5485469 32.325326,1.42108547e-14 72.2009141,1.42108547e-14 Z M187.500628,4.25836743 C207.438422,4.25836743 223.601085,34.8960455 223.601085,72.6964154 L223.603538,72.6964154 C223.603538,110.486973 207.440875,141.134463 187.503081,141.134463 C167.565287,141.134463 151.402624,110.486973 151.402624,72.6964154 C151.402624,34.9058574 167.562834,4.25836743 187.500628,4.25836743 Z M243.303393,11.3867175 C250.314,11.3867175 256,38.835526 256,72.6964154 C256,106.547493 250.316453,134.006113 243.303393,134.006113 C236.290333,134.006113 230.609239,106.554852 230.609239,72.6964154 C230.609239,38.837979 236.292786,11.3867175 243.303393,11.3867175 Z\" fill=\"currentColor\"><\/path>\n                        <\/g>\n                    <\/svg>\n                <\/a>\n            <\/li><\/ul>\n            <\/div>\n            <div class=\"reviewer-info\"> \n                                                                            <span style=\"color:#6D7082;\" class=\"\">\n                Last updated on \n                28. Februar 2026 \n                <span class=\"post-info-separator\">| <\/span> \n                10 min read\n                \n            <\/span>\n                            <\/div>\n        \n        <\/div>\n    <\/div>\n    <div class=\"bookmark\">\n        <img decoding=\"async\" src=\"\/wp-content\/uploads\/2020\/08\/bookmark-add-2-1.svg\" alt=\"bookmark\" title=\"\">\n    <\/div>\n    <div class=\"tags\"><\/div>\n    <\/div>\n    <script type=\"module\" defer>\n      document.addEventListener(\"DOMContentLoaded\", function () {\n    \/\/ Get the current path from the URL\n    const path = window.location.pathname;\n\n    \/\/ Check if it starts with \/case-studies\n        if (path.startsWith(\"\/case-studies\")) {\n        const tagsElement = document.querySelector(\".tags\");\n        if (tagsElement) {\n        tagsElement.style.marginBottom = \"0\";\n        }\n        }\n        });\n        Array.from(document.getElementsByClassName(\"separator\")).forEach(el => {\n            el.textContent = \" > \";\n        });\n\n            var wpmlToggle = document.querySelector(\".language_switcher .wpml-ls-item-toggle\");\n            if (wpmlToggle) {\n                wpmlToggle.addEventListener(\"click\", function(e) {\n                    e.preventDefault();\n                    e.stopPropagation();\n                    var currentLang = this.closest(\".wpml-ls-current-language\");\n                    if (currentLang) {\n                        currentLang.classList.toggle(\"wpml-dropdown-open\");\n                    }\n                });\n                document.addEventListener(\"click\", function(e) {\n                    var openDropdown = document.querySelector(\".wpml-ls-current-language.wpml-dropdown-open\");\n                    if (openDropdown && !openDropdown.contains(e.target)) {\n                        openDropdown.classList.remove(\"wpml-dropdown-open\");\n                    }\n                });\n            }\n\n            var languageList = document.querySelector(\"#language-list\");\n            var dropdownArrow = document.querySelector(\".dropdown-arrow\");\n\n            if(languageList){\n                languageList.addEventListener(\"click\", () => {\n                    languageList.classList.toggle(\"active\");\n                    document.querySelector(\"#arrow\").classList.toggle(\"rotated\");\n                })\n            }\n                \n            function handleViewportChange() {\n                if(languageList) {\n                    if (window.innerWidth < 1280) {\n                        if(!languageList.classList.contains(\"mobile\")) {\n                            languageList.classList.add(\"mobile\");\n                            dropdownArrow.classList.add(\"mobile\");\n                        }\n                    } else {\n                        if(languageList.classList.contains(\"mobile\")) {\n                            languageList.classList.remove(\"mobile\");\n                            dropdownArrow.classList.remove(\"mobile\");\n                        }\n                    }\n                };\n            };\n\n            \/\/ If there is a small\/no space between reviewer and author name, reviewer moves to the first row\n            function update_post_info_layout() {\n                const author_name_element = document.querySelector(\".author-name\");\n                const reviewer_element = document.querySelector(\".reviewer-info\");\n                const post_info_container = document.querySelector(\".post-info\");\n\n                if(reviewer_element) {\n                    let distance_next_to_author, reviewer_fits_next_to_author; \n                    if(post_info_container && author_name_element) {\n                        distance_next_to_author = post_info_container.getBoundingClientRect().right - author_name_element.getBoundingClientRect().right;\n                        reviewer_fits_next_to_author = distance_next_to_author - reviewer_element.clientWidth >= 15;\n                    }\n\n                    if(!reviewer_fits_next_to_author) {\n                        reviewer_element.classList.add(\"the_first_row\");\n                    } else if (reviewer_fits_next_to_author && reviewer_element.classList.contains(\"the_first_row\")) {\n                        reviewer_element.classList.remove(\"the_first_row\");\n                    }\n                }\n            }\n\n            handleViewportChange();\n            update_post_info_layout();\n             \n            window.addEventListener(\"resize\", () => {\n                handleViewportChange();\n                update_post_info_layout();\n            });\n    <\/script>\n\n        <span class=\"img-container\">\n            <picture class=\"\" style=\"filter: grayscale(0)\">\n                <source media=\"(max-width: 500px)\" srcset=\"\/wp-content\/uploads\/2025\/12\/printed_aerospace_thumb_small.webp\" type=\"image\/webp\">\n                <source media=\"(max-width: 500px)\" srcset=\"\/wp-content\/uploads\/2025\/12\/printed_aerospace_thumb_small.jpg\" type=\"image\/jpg\">\n                <source srcset=\"\/wp-content\/uploads\/2025\/12\/printed_aerospace_thumb.webp\" type=\"image\/webp\">\n                <source srcset=\"\/wp-content\/uploads\/2025\/12\/printed_aerospace_thumb.jpg\" type=\"image\/jpg\">\n                <img loading=\"lazy\" decoding=\"async\" src=\"\/wp-content\/uploads\/2025\/12\/printed_aerospace_thumb.jpg\" width=\"640\" height=\"357\" alt=\"Printed Aerospace Logo testimonial\" title=\"\">\n            <\/picture>\n        <\/span>\n    \n<\/section>\n<section>\n<h2>Introduction<\/h2>\n<p><a href=\"https:\/\/printedaerospace.com\/\" target=\"_blank\" rel=\"nofollow noreferrer noopener\">Printed Aerospace, Inc.<\/a> develops drones engineered for mission adaptability, using industrial-grade 3D printing and modular components to cut production time and costs. Their systems are deployed by defense contractors, industrial inspection firms, and logistics operators seeking flexible aerial platforms for real-world missions. From border surveillance and infrastructure monitoring to precision payload delivery in remote terrain, Printed Aerospace\u2019s drones combine reliability and customization, helping clients adapt faster to evolving operational needs.<\/p>\n<p>In 2024, Printed Aerospace approached <a href=\"\/\" target=\"_blank\" rel=\"noreferrer noopener\">DevsData LLC<\/a> with a highly technical challenge: improving the Valiant Vision system, a real-time video stabilization and streaming module designed for the company\u2019s flagship Valiant quadcopter drone. While the hardware and software framework had already been developed internally, the stabilization algorithm was not working correctly, and the system exhibited unacceptable levels of latency. Over the course of nearly seven months, DevsData LLC collaborated with Printed Aerospace engineers to debug, redesign, and optimize the system, ultimately delivering a more reliable and lower-latency solution ready for integration into mass-produced drones.<\/p>\n\n        <span class=\"img-container\">\n            <picture class=\"open-picture\" style=\"filter: grayscale(0)\">\n                <source media=\"(max-width: 500px)\" srcset=\"\/wp-content\/uploads\/2025\/12\/printed_aerospace_data_small.webp\" type=\"image\/webp\">\n                <source media=\"(max-width: 500px)\" srcset=\"\/wp-content\/uploads\/2025\/12\/printed_aerospace_data_small.jpg\" type=\"image\/jpg\">\n                <source srcset=\"\/wp-content\/uploads\/2025\/12\/printed_aerospace_data.webp\" type=\"image\/webp\">\n                <source srcset=\"\/wp-content\/uploads\/2025\/12\/printed_aerospace_data.jpg\" type=\"image\/jpg\">\n                <img loading=\"lazy\" decoding=\"async\" src=\"\/wp-content\/uploads\/2025\/12\/printed_aerospace_data.jpg\" width=\"640\" height=\"357\" alt=\"Printed Aerospace testimonial\" title=\"\">\n            <\/picture>\n        <\/span>\n    \n<\/section>\n<section>\n<h2>Client profile<\/h2>\n<p>Printed Aerospace, founded in 2022 and employing around 50 people, develops drones for both commercial and defense applications, with a strong emphasis on scalability and mission flexibility. The company\u2019s strategy relies on industrial-grade 3D printing and supply chain efficiency to produce drones at scale while keeping costs competitive.<\/p>\n<p>Its flagship product, the Valiant quadcopter, embodies these principles of adaptability and efficiency. Designed to carry payloads of up to five kilograms and operate reliably even under GPS jamming or adverse weather, the Valiant offers a modular architecture that supports a wide range of attachments \u2013 from swiveling cameras and package release systems to long-range radios.<\/p>\n<p>As the company prepared to scale production and pursue new commercial and defense contracts, it faced a crucial technical hurdle: the onboard video stabilization system, a key component for real-time mission control, was not performing as required. To stay on schedule and ensure product reliability, Printed Aerospace chose to partner with DevsData LLC, outsourcing specialized IT and computer vision expertise to refine and optimize the system ahead of launch.<\/p>\n<\/section>\n<section>\n<h2>Project overview<\/h2>\n<p>At the center of this collaboration was Valiant Vision, a core software module designed to provide stabilized, low-latency video from the drone\u2019s onboard camera. In field operations, even a single second of delay can compromise navigation accuracy and operator decision-making, making real-time video feedback critical for safety and mission control.<\/p>\n<p>As Printed Aerospace prepared to move the Valiant drone from prototype to mass production, the internal team discovered that the existing video stabilization system suffered from high latency and image distortion. These issues made the drone unsuitable for high-precision missions such as reconnaissance, industrial inspection, or payload delivery, where operators depend on immediate and reliable visuals.<\/p>\n<p>To resolve these challenges, Printed Aerospace partnered with DevsData LLC, seeking specialized expertise in computer vision and embedded system optimization. The goal was to transform the unstable video system into a reliable and production-ready solution capable of delivering full HD video at up to 30 frames per second with latency below 200 milliseconds.<\/p>\n\n        <span class=\"img-container\">\n            <picture class=\"open-picture\" style=\"filter: grayscale(0)\">\n                <source media=\"(max-width: 500px)\" srcset=\"\/wp-content\/uploads\/2025\/12\/printed_aerospace_drone_small.webp\" type=\"image\/webp\">\n                <source media=\"(max-width: 500px)\" srcset=\"\/wp-content\/uploads\/2025\/12\/printed_aerospace_drone_small.jpg\" type=\"image\/jpg\">\n                <source srcset=\"\/wp-content\/uploads\/2025\/12\/printed_aerospace_drone.webp\" type=\"image\/webp\">\n                <source srcset=\"\/wp-content\/uploads\/2025\/12\/printed_aerospace_drone.jpg\" type=\"image\/jpg\">\n                <img loading=\"lazy\" decoding=\"async\" src=\"\/wp-content\/uploads\/2025\/12\/printed_aerospace_drone.jpg\" width=\"640\" height=\"357\" alt=\"Printed Aerospace Drone Image testimonial\" title=\"\">\n            <\/picture>\n        <\/span>\n    \n<\/section>\n<section>\n<h2>Challenges<\/h2>\n<p>When DevsData LLC joined the project, the Valiant Vision system was operational but far from production-ready. Although the drone\u2019s hardware and software framework had been built internally, the video stabilization module was not performing as expected. The footage showed visible shaking and delay, which made precise maneuvering difficult and posed a risk to the operator\u2019s ability to respond in real time.<\/p>\n<p>Printed Aerospace\u2019s engineers had deep expertise in hardware design and aerodynamics but needed additional support in computer vision and embedded software optimization. The company sought DevsData LLC\u2019s help to review the system, identify the root causes of latency and image distortion, and make the module reliable enough for field deployment.<\/p>\n<p>During the initial assessment, DevsData LLC specialists found that multiple software and synchronization issues were affecting performance. The video feed was delayed by nearly two seconds, calibration between the onboard sensors and camera was inconsistent, and several optimization opportunities within the embedded environment had not been implemented. These problems limited the drone\u2019s responsiveness and made it unsuitable for commercial and defense operations where real-time accuracy is non-negotiable.<\/p>\n<p>DevsData LLC was tasked with transforming this underperforming system into a production-ready component that could meet the company\u2019s demanding operational requirements and ensure the Valiant drone was ready for scale.<\/p>\n<\/section>\n<section>\n<h2>Objectives<\/h2>\n<p>The project objectives were defined in close collaboration with Printed Aerospace. DevsData LLC\u2019s task was to:<\/p>\n<ul>\n<li>Review and debug the existing system to identify fundamental issues in code and algorithm design.<\/li>\n<li>Reimplement or refine the stabilization algorithm to ensure it produces reliable results when tested on both video samples and real-world inputs.<\/li>\n<li>Deploy and validate the solution directly on the NXP i.MX8M Mini SOM hardware, not just in simulation.<\/li>\n<li>Optimize the entire pipeline, from IMU sampling and frame synchronization to video warping and streaming, to bring latency down below 200 milliseconds.<\/li>\n<\/ul>\n<p>These objectives were highly technical and measurable, aimed at ensuring the Valiant Vision system met real-time performance standards suitable for production. Achieving them would enable Printed Aerospace to integrate the module into its manufacturing line confidently. To maintain structure and traceable progress, DevsData LLC divided the engagement into four phases: debugging, algorithm development, hardware testing, and optimization.<\/p>\n<p class=\"quote\" style=\"padding: 10px;\">For Printed Aerospace, achieving low-latency, stable video was critical for their drones\u2019 global applications. We combined algorithmic expertise with embedded optimization to make that possible \u2013 bridging the gap between theory and real-world deployment.<\/p>\n<\/section>\n\n            <div class=\"schedule-consultation middle-scheduler\">\n                <div class=\"block-contact\">\n                    <p>Do you have software development needs?<\/p>\n                <\/div>\n                <div class=\"contact-us-show schedule-consultation-button\">\n                    \ud83c\udfa7\n                    <span>Schedule a meeting<\/span>\n                <\/div>\n            <\/div>\n    \n<section>\n<h2>Process of work<\/h2>\n<p>To deliver reliable results within a tight timeframe, DevsData LLC structured the engagement into four clearly defined phases, ensuring transparency, regular client feedback, and measurable progress throughout the seven-month collaboration.<\/p>\n<ul>\n<li><strong>Phase 1: Initial review and analysis<\/strong><\/li>\n<\/ul>\n<p>The project began with a comprehensive audit of the existing system. DevsData LLC\u2019s engineers collaborated with Printed Aerospace\u2019s internal team to map out how the stabilization module interacted with the drone\u2019s hardware and software components. This early discovery stage helped identify the main performance gaps, align expectations, and define measurable success criteria for latency and video quality.<\/p>\n<ul>\n<li><strong>Phase 2: System redesign and development<\/strong><\/li>\n<\/ul>\n<p>Once the challenges were documented, DevsData LLC rebuilt the core stabilization logic, improving synchronization between sensors and the onboard camera. The team combined rapid prototyping with structured testing to ensure each iteration addressed real operational needs rather than theoretical benchmarks. Regular check-ins with Printed Aerospace\u2019s engineers ensured full visibility and joint decision-making at every step.<\/p>\n<ul>\n<li><strong>Phase 3: On-device testing and validation<\/strong><\/li>\n<\/ul>\n<p>Rather than relying solely on lab simulations, DevsData LLC deployed the solution directly onto Printed Aerospace\u2019s embedded hardware. This hands-on approach allowed for real-world testing under the same conditions the drones would face in flight. Continuous collaboration between DevsData LLC\u2019s software engineers and the client\u2019s mechanical team ensured that each refinement translated into visible improvements in image stability and responsiveness.<\/p>\n<ul>\n<li><strong>Phase 4: Optimization and delivery<\/strong><\/li>\n<\/ul>\n<p>With the system stabilized and validated, DevsData LLC focused on fine-tuning performance. Through code restructuring and hardware optimization, latency was reduced from roughly two seconds to nearly 200 milliseconds \u2013 an improvement that made the video feed suitable for live operational control. The final solution was delivered as a production-ready module, accompanied by detailed documentation and post-deployment support. <\/p>\n<p>By combining technical expertise with a clear project structure and proactive communication, DevsData LLC helped Printed Aerospace transform a malfunctioning prototype into a robust, market-ready product that strengthened the company\u2019s commercial and defense offerings.<\/p>\n<\/section>\n<section>\n<h2>Results<\/h2>\n<p>The engagement produced measurable improvements that directly enhanced Printed Aerospace\u2019s ability to bring its Valiant drone to market. Within seven months, DevsData LLC transformed an unstable prototype into a reliable, production-ready video stabilization system.<\/p>\n<p>Latency was reduced from nearly two seconds to around 200 milliseconds, enabling real-time operator control and ensuring the Valiant Vision module met the demands of field missions. The final solution passed hardware validation and was successfully integrated into the company\u2019s pre-production units, paving the way for large-scale deployment.<\/p>\n<p>For Printed Aerospace, these results went beyond technical success. The upgraded stabilization system improved operator safety, mission accuracy, and customer confidence \u2013 key factors in securing new defense and industrial contracts. By ensuring reliable performance in critical conditions, the Valiant drone gained a stronger competitive edge in the rapidly growing unmanned systems market.<\/p>\n<p>This collaboration also reinforced DevsData LLC\u2019s broader track record in computer vision and drone software engineering. Previous projects, such as developing AI-based video analytics for <a href=\"\/case-studies\/skycatch-ai-computer-vision-software-development\/\" target=\"_blank\" rel=\"noopener\">SkyCatch, Inc.<\/a>, a San Francisco-based drone technology company, underscore the firm\u2019s consistent ability to deliver field-tested, low-latency solutions that translate complex algorithms into commercially ready performance.<\/p>\n<\/section>\n<section>\n<h2>Conclusion<\/h2>\n<p>The Valiant Vision case illustrates the complexity of embedded computer vision projects. Stabilization algorithms that appear straightforward in academic literature become significantly more challenging when implemented in resource-constrained environments where timing and latency are critical.<\/p>\n<p>Through structured phases of debugging, algorithm development, hardware testing, and optimization, DevsData LLC helped Printed Aerospace resolve fundamental system issues and achieve performance close to mission-ready standards. With experience delivering 100+ complex software and embedded projects for global clients across defense, aerospace, and industrial sectors, DevsData LLC bridges the gap between theoretical models and real-world deployments. This expertise ensures that ambitious products like the Valiant drone meet the high expectations of their operators worldwide.<\/p>\n<p>Contact us at <a href=\"mailto:general@devsdata.com\" target=\"_blank\" rel=\"noopener\">general@devsdata.com<\/a> or visit <a href=\"\/\" target=\"_blank\" rel=\"noreferrer noopener\">www.devsdata.com<\/a> to learn how DevsData LLC can support your next embedded or computer vision project.<\/p>\n<\/section>\n\n        <section class=\"author_section_container\">\n            \n            <p class=\"contact_on_twitter\">\n                Any questions or comments? Let me know on \n                <a href=\"https:\/\/twitter.com\/tompotanski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Twitter\/X<\/a>.\n            <\/p> \n        \n            <div class=\"schedule-consultation\">\n                <div class=\"block-contact\">\n                    <p>Discover how IT recruitment and staffing can address your talent needs. Explore trending regions \n        like Poland, Portugal, Mexico, Brazil and more. <\/p>\n                <\/div>\n                <div class=\"contact-us-show schedule-consultation-button\">\n                    \ud83d\uddd3\ufe0f\n                    <span>Schedule a consultation<\/span>\n                <\/div>\n            <\/div>\n            <div class=\"author_section\">\n                <div class=\"author_photo_container\">\n                    <picture>\n                        <source srcset=\"https:\/\/devsdata.com\/wp-content\/uploads\/2024\/11\/tompotanski-new-min.webp\" type=\"image\/webp\"> \n                        <source srcset=\"https:\/\/devsdata.com\/wp-content\/uploads\/2024\/11\/tompotanski-new-min.jpg\" type=\"image\/jpeg\">\n                        <img decoding=\"async\" class=\"avatar lazyload\" width=\"64\" height=\"64\" src=\"https:\/\/devsdata.com\/wp-content\/uploads\/2024\/11\/tompotanski-new-min.jpg\" alt=\"avatar\" loading=\"lazy\" title=\"Tom Potanski\" >\n                    <\/picture>\n                    <a class=\"read_full_bio\" href=\"\/author\/tom-potanski\/\" aria-label=\"Read more from Tom Potanski\">Read full bio<\/a>\n                <\/div>\n                <div class=\"author_info_container\">\n                    <div class=\"author_info\" data-role=\"Author\">\n                        <h4 id=\"author_title\">\n                            <a href=\"\/author\/tom-potanski\/\" aria-label=\"Read more from Tom Potanski\">Tom Potanski<\/a>\n                            <span class=\"position\">Managing Director<\/span>\n                        <\/h4>\n                    <\/div>\n                <\/div>\n                <div class=\"author_about\">\n                    <span>Passionate and experienced technology leader. Combining business and technology, helping American clients find exceptional technical talent in Europe and LatAm.<\/span>\n                    <div class=\"links\">\n                        <ul class=\"author_socials\">\n            <li>\n                <a href=\"https:\/\/www.linkedin.com\/in\/tompotanski\/\" aria-label=\"Check out Tom Potanski on LinkedIn\" target=\"_blank\" rel=\"nofollow noreferrer noopener\">\n                    <svg version=\"1.0\" fill=\"currentColor\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 448 512\" aria-hidden=\"true\">\n                        <g id=\"linkedin5_layer\">\n                            <path d=\"M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9V416z\" data-hs-event-238572417=\"1\"><\/path>\n                        <\/g>\n                    <\/svg>\n                <\/a>\n            <\/li>\n            <li>\n                <a href=\"https:\/\/twitter.com\/tompotanski\" aria-label=\"Check out Tom Potanski on Twitter\" target=\"_blank\" rel=\"nofollow noreferrer noopener\">\n                    <svg viewBox=\"0 0 512 512\" class=\"scriptlesssocialsharing__icon twitter\" fill=\"currentColor\" height=\"1em\" width=\"1em\" aria-hidden=\"true\" focusable=\"false\" role=\"img\">\n                        <path d=\"M389.2 48h70.6L305.6 224.2 487 464H345L233.7 318.6 106.5 464H35.8L200.7 275.5 26.8 48H172.4L272.9 180.9 389.2 48zM364.4 421.8h39.1L151.1 88h-42L364.4 421.8z\"><\/path>\n                    <\/svg>\n                <\/a>\n            <\/li>\n            <li>\n                <a href=\"https:\/\/www.crunchbase.com\/person\/tom-potanski\" aria-label=\"Check out Tom Potanski on Chrunchbase\" target=\"_blank\" rel=\"nofollow noreferrer noopener\">\n                    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"currentColor\" width=\"800px\" height=\"800px\" viewBox=\"0 0 24 24\" role=\"img\">\n                        <title>Crunchbase icon<\/title>\n                        <path d=\"M21.6 0H2.4A2.41 2.41 0 0 0 0 2.4v19.2A2.41 2.41 0 0 0 2.4 24h19.2a2.41 2.41 0 0 0 2.4-2.4V2.4A2.41 2.41 0 0 0 21.6 0zM7.045 14.465A2.11 2.11 0 0 0 9.84 13.42h1.66a3.69 3.69 0 1 1 0-1.75H9.84a2.11 2.11 0 1 0-2.795 2.795zm11.345.845a3.55 3.55 0 0 1-1.06.63 3.68 3.68 0 0 1-3.39-.38v.38h-1.51V5.37h1.5v4.11a3.74 3.74 0 0 1 1.8-.63H16a3.67 3.67 0 0 1 2.39 6.46zm-.223-2.766a2.104 2.104 0 1 1-4.207 0 2.104 2.104 0 0 1 4.207 0z\"\/>\n                    <\/svg>\n                <\/a>\n            <\/li>\n            <li>\n                <a href=\"https:\/\/medium.com\/@tompotanski\" aria-label=\"Check out Tom Potanski on Medium\" target=\"_blank\" rel=\"nofollow noreferrer noopener\">\n                    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" width=\"800px\" height=\"800px\" viewBox=\"0 -55 256 256\" version=\"1.1\" preserveAspectRatio=\"xMidYMid\">\n                        <g>\n                            <path d=\"M72.2009141,1.42108547e-14 C112.076502,1.42108547e-14 144.399375,32.5485469 144.399375,72.6964154 C144.399375,112.844284 112.074049,145.390378 72.2009141,145.390378 C32.327779,145.390378 0,112.844284 0,72.6964154 C0,32.5485469 32.325326,1.42108547e-14 72.2009141,1.42108547e-14 Z M187.500628,4.25836743 C207.438422,4.25836743 223.601085,34.8960455 223.601085,72.6964154 L223.603538,72.6964154 C223.603538,110.486973 207.440875,141.134463 187.503081,141.134463 C167.565287,141.134463 151.402624,110.486973 151.402624,72.6964154 C151.402624,34.9058574 167.562834,4.25836743 187.500628,4.25836743 Z M243.303393,11.3867175 C250.314,11.3867175 256,38.835526 256,72.6964154 C256,106.547493 250.316453,134.006113 243.303393,134.006113 C236.290333,134.006113 230.609239,106.554852 230.609239,72.6964154 C230.609239,38.837979 236.292786,11.3867175 243.303393,11.3867175 Z\" fill=\"currentColor\"><\/path>\n                        <\/g>\n                    <\/svg>    \n                <\/a>\n            <\/li><\/ul>\n                        <a class=\"recruitment_link\" href=\"\/recruitment\/\" target=\"_blank\" rel=\"noopener noreferrer\">\n                            Read more about our IT staffing services\n                            <svg width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"https:\/\/www.w3.org\/2000\/svg\">\n                                <path d=\"M5 12H19\" stroke=\"#000\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path>\n                                <path d=\"M12 5L19 12L12 19\" stroke=\"#000\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path>\n                            <\/svg>\n                        <\/a>\n                    <\/div>\n                <\/div>\n            <\/div>\n            <div class=\"tags-author \">\n                \n            <\/div>\n        <\/section>\n    \n","protected":false},"author":1,"featured_media":0,"template":"","class_list":["post-150023","case_study","type-case_study","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/devsdata.com\/de\/wp-json\/wp\/v2\/case_study\/150023","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devsdata.com\/de\/wp-json\/wp\/v2\/case_study"}],"about":[{"href":"https:\/\/devsdata.com\/de\/wp-json\/wp\/v2\/types\/case_study"}],"author":[{"embeddable":true,"href":"https:\/\/devsdata.com\/de\/wp-json\/wp\/v2\/users\/1"}],"wp:attachment":[{"href":"https:\/\/devsdata.com\/de\/wp-json\/wp\/v2\/media?parent=150023"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}