Climbproject : Webcam | CLIMB Project<\/title>\n\n

Webcam | CLIMB Project<\/title>\n\n<script>\n\n \/\/--------------------------------------||\n \/\/ Declarations\n \/\/--------------------------------------||\n\n \/\/ Classifier Variable\n let classifier;\n\n \/\/ Video\n let video;\n let flipped_video;\n\n \/\/ Create canvas globally\n var current_canvas;\n var new_window_width;\n var new_window_height;\n var canvas_width;\n\n \/\/ Constants\n\n \/\/ HTML IDs\n const HTML_ID_CLASSIFICATION_TABLE = \"classification_table\";\n const HTML_ID_CLASSIFIER_TABLE = \"classifier_button\";\n const HTML_ID_CANVAS = 'webcam_canvas';\n const HTML_ID_FRAME_BY_FRAME_CHECK = \"frame-by-frame\";\n const HTML_ID_MODEL_URL = \"model-url\";\n\n \/\/ Default Model URL\n const DEFAULT_MODEL = 'https:\/\/teachablemachine.withgoogle.com\/models\/oNSy5b5lS\/model.json';\n\n\n\n window.onload = (event) => {\n \/\/ Hides Wix page footer to make page format correctly\n document.getElementById('SITE_FOOTER').style.display = 'none';\n };\n\n\n \/\/--------------------------------------||\n \/\/ Functions\n \/\/--------------------------------------||\n\n function preload() {\n\n \/\/ Load the model first\n\n classifier = ml5.imageClassifier(DEFAULT_MODEL);\n }\n\n function setup() {\n\n new_window_width = windowWidth*0.4*0.8;\n new_window_height = new_window_width;\n\n current_canvas = createCanvas(new_window_width, new_window_height);\n current_canvas.parent(HTML_ID_CANVAS);\n\n \/\/ Create the video\n\n video = createCapture(VIDEO);\n video.size(new_window_width,new_window_height);\n video.hide();\n\n flipped_video = ml5.flipImage(video);\n\n \/\/ Start classifying\n\n classify_video();\n }\n\n function windowResized() {\n\n \/\/ Get screen and canvas dimensions\n \n new_window_width = windowWidth*0.4*0.8;\n new_window_height = new_window_width;\n\n resizeCanvas(new_window_width, new_window_height);\n video.size(new_window_width,new_window_height);\n video.hide();\n }\n\n function draw() {\n\n new_window_width = windowWidth*0.4*0.8;\n new_window_height = new_window_width;\n\n background(0);\n\n \/\/ Draw the video\n\n image(flipped_video, 0, 0);\n }\n\n function classify_video() {\n\n \/\/ Get a prediction for the current video frame\n\n flipped_video = ml5.flipImage(video);\n classifier.classify(flipped_video, gotResult);\n }\n\n function gotResult(error, results) {\n\n \/\/ When we get a result\n\n \/\/ If there is an error\n\n if (error) {\n console.error(error);\n return;\n }\n\n let classification_table_html = thead(tr([\n \"Classification\",\n \"Certainty\",\n ], \"th\"));\n\n let classification_table_inner_html = \"\";\n\n results.forEach(function (arrayItem) {\n classification_table_inner_html += tr([\n bold(arrayItem.label),\n n_percent(arrayItem.confidence, 1),\n ]);\n });\n\n classification_table_html += tbody(classification_table_inner_html);\n table_heading = '<caption><h3>Results<\/h3><\/caption>';\n document.getElementById(HTML_ID_CLASSIFICATION_TABLE).innerHTML = table_heading+classification_table_html;\n \/\/ Check if Frame-by-Frame has been selected - If not, classify again\n\n var doc = document.getElementById(HTML_ID_FRAME_BY_FRAME_CHECK).checked; \n if(!doc) {\n classify_video();\n }\n else if(doc != 1) {\n classify_video();\n }\n }\n\n function frame_by_frame() {\n var doc = document.getElementById(HTML_ID_FRAME_BY_FRAME_CHECK).checked; \n if(doc) {\n document.getElementById(HTML_ID_CLASSIFIER_TABLE).disabled = false;\n document.getElementById(HTML_ID_CLASSIFIER_TABLE).style.opacity = 1;\n } \n else {\n document.getElementById(HTML_ID_CLASSIFIER_TABLE).disabled = true;\n document.getElementById(HTML_ID_CLASSIFIER_TABLE).style.opacity = 0.2;\n }\n }\n\n function updateModel() {\n var modelURL = document.getElementById(HTML_ID_MODEL_URL).value;\n classifier = ml5.imageClassifier(modelURL);\n }\n\n function resetModel() {\n classifier = ml5.imageClassifier(DEFAULT_MODEL);\n }\n\n\n \/\/--------------------------------------||\n \/\/ HTML and 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The CLIMB Project is a Mental Health Data Pathfinder grant funded by the MRC. 7 research teams from Cambridge are collaborating to bring together psychiatrists, clinical data experts, computational biologists, expertise in cognitive neuroscience, experimental medicine and immunopsychiatry.