CameraTraps/archive/index.html at master · usmandroid/CameraTraps · GitHub

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<!doctype html>
<html lang="en">
<head>
 <title>labeling-tool</title>
 <meta charset="utf-8">
 <meta name="author" content="Amrita Gupta">
 <meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">

 <link type="text/css" href="css/bootstrap.css" rel="stylesheet">
 <script src="js/jquery-3.3.1.min.js"></script>
 <script src="js/bootstrap.bundle.min.js"></script>


 <!-- <script src="https://code.jquery.com/jquery-3.4.1.min.js"></script> -->
 <script src="https://code.jquery.com/ui/1.12.0/jquery-ui.min.js" integrity="sha256-eGE6blurk5sHj+rmkfsGYeKyZx3M4bG+ZlFyA7Kns7E=" crossorigin="anonymous"></script>
 <script type="text/javascript" src="//cdnjs.cloudflare.com/ajax/libs/toastr.js/latest/js/toastr.min.js"></script>
 <link href="//cdnjs.cloudflare.com/ajax/libs/toastr.js/latest/css/toastr.min.css" rel="stylesheet">
 <!-- <script src="http://maxcdn.bootstrapcdn.com/bootstrap/3.3.4/js/bootstrap.min.js"></script> -->
 <!--Added by Amar-->
 <!-- <link href="//code.jquery.com/ui/1.12.0/themes/smoothness/jquery-ui.css" rel="stylesheet"> -->

 <style type="text/css">
 .gallery {
 display: grid;
 grid-template-columns: repeat(4, minmax(250px, 20vw));
 grid-template-rows: repeat(4, 15vh);
 grid-gap: 10px;
 grid-row-gap: 50px;
 padding: 10px 10px 10px 10px;
 }
 /* .gallery {
 display: flex;
 flex-wrap: wrap;
 padding: 0 4px;
 } */
 .selectable img{
 height: 100%;
 object-fit: contain;
 display: block;
 margin: 0 auto;
 }
 .selectable .ui-selected{
 border: 4px solid rgb(74, 209, 11) !important;
 }
 .selectable .classified{
 border: 3px solid darkslategray;
 /* -webkit-filter: blur(1px); Safari 6.0 - 9.0 */
 /* filter: blur(1px); */
 }

 </style>
</head>

<body>
 <!-- Page Content -->
 <div id="page-content-wrapper">
 <!-- Navigation bar -->
 <nav class="navbar navbar-expand-lg navbar-light bg-light border-bottom">
 <button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#navbarSupportedContent" aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation">
 <span class="navbar-toggler-icon"></span>
 </button>

 <div class="navbar-header">
 <a class="navbar-brand" style="font-size: 30px !important;">Species Classification Fine-Tuning Tool</a>
 </div>
 </nav>
 </br>

 <!-- Tool Area -->
 <div class="container-fluid">
 <div class="row center">
 <!-- IMAGE DISPLAY -->
 <div class="col-xl-10 col-lg-8">
 <div class="gallery selectable">
 <!-- Row 1 -->
 <div class="display-image">
 <img src="img/placeholder.JPG" alt="Image 1" id="img1"><!-- <figure class="gallery__item gallery__item--1 ui-widget-content"></figure>Consider encoding images in base64 for faster loading -->
 <div id="img1-text" style="color:red; font-weight: bold; text-align: center; display:grid"></div>
 </div>
 <div class="display-image">
 <img src="img/placeholder.JPG" alt="Image 2" id="img2"><!-- <figure class="gallery__item gallery__item--2 ui-widget-content"></figure>-->
 <div id="img2-text" style="color:red; font-weight: bold; text-align: center; display:grid"></div>
 </div>
 <div class="display-image">
 <img src="img/placeholder.JPG" alt="Image 3" id="img3"><!-- <figure class="gallery__item gallery__item--3 ui-widget-content"></figure> -->
 <div id="img3-text" style="color:red; font-weight: bold; text-align: center; display:grid"></div>
 </div>
 <div class="display-image">
 <img src="img/placeholder.JPG" alt="Image 4" id="img4"><!-- <figure class="gallery__item gallery__item--4 ui-widget-content"></figure> -->
 <div id="img4-text" style="color:red; font-weight: bold; text-align: center; display:grid"></div>
 </div>

 <!-- Row 2 -->
 <div class="display-image">
 <img src="img/placeholder.JPG" alt="Image 5" id="img5"><!-- <figure class="gallery__item gallery__item--5 ui-widget-content"></figure> -->
 <div id="img5-text" style="color:red; font-weight: bold; text-align: center; display:grid"></div>
 </div>
 <div class="display-image">
 <img src="img/placeholder.JPG" alt="Image 6" id="img6"><!-- <figure class="gallery__item gallery__item--6 ui-widget-content"></figure> -->
 <div id="img6-text" style="color:red; font-weight: bold; text-align: center; display:grid"></div>
 </div>
 <div class="display-image">
 <img src="img/placeholder.JPG" alt="Image 7" id="img7"><!-- <figure class="gallery__item gallery__item--7 ui-widget-content"></figure> -->
 <div id="img7-text" style="color:red; font-weight: bold; text-align: center; display:grid"></div>
 </div>
 <div class="display-image">
 <img src="img/placeholder.JPG" alt="Image 8" id="img8"><!-- <figure class="gallery__item gallery__item--8 ui-widget-content"></figure> -->
 <div id="img8-text" style="color:red; font-weight: bold; text-align: center; display:grid"></div>
 </div>

 <!-- Row 3 -->
 <div class="display-image">
 <img src="img/placeholder.JPG" alt="Image 9" id="img9"><!-- <figure class="gallery__item gallery__item--9 ui-widget-content"></figure> -->
 <div id="img9-text" style="color:red; font-weight: bold; text-align: center; display:grid"></div>
 </div>
 <div class="display-image">
 <img src="img/placeholder.JPG" alt="Image 10" id="img10"><!-- <figure class="gallery__item gallery__item--10 ui-widget-content"></figure> -->
 <div id="img10-text" style="color:red; font-weight: bold; text-align: center; display:grid"></div>
 </div>
 <div class="display-image">
 <img src="img/placeholder.JPG" alt="Image 11" id="img11"><!-- <figure class="gallery__item gallery__item--11 ui-widget-content"></figure> -->
 <div id="img11-text" style="color:red; font-weight: bold; text-align: center; display:grid"></div>
 </div>
 <div class="display-image">
 <img src="img/placeholder.JPG" alt="Image 12" id="img12"><!-- <figure class="gallery__item gallery__item--12 ui-widget-content"></figure> -->
 <div id="img12-text" style="color:red; font-weight: bold; text-align: center; displatwo ajax requests same pagey:grid"></div>
 </div>

 <!-- Row 4 -->
 <div class="display-image">
 <img src="img/placeholder.JPG" alt="Image 13" id="img13"><!-- <figure class="gallery__item gallery__item--13 ui-widget-content"></figure> -->
 <div id="img13-text" style="color:red; font-weight: bold; text-align: center; display:grid"></div>
 </div>
 <div class="display-image">
 <img src="img/placeholder.JPG" alt="Image 14" id="img14"><!-- <figure class="gallery__item gallery__item--14 ui-widget-content"></figure> -->
 <div id="img14-text" style="color:red; font-weight: bold; text-align: center; display:grid"></div>
 </div>
 <div class="display-image">
 <img src="img/placeholder.JPG" alt="Image 15" id="img15"><!-- <figure class="gallery__item gallery__item--15 ui-widget-content"></figure> -->
 <div id="img15-text" style="color:red; font-weight: bold; text-align: center; display:grid"></div>
 </div>
 <div class="display-image">
 <img src="img/placeholder.JPG" alt="Image 16" id="img16"><!--<figure class="gallery__item gallery__item--16 ui-widget-content"></figure> -->
 <div id="img16-text" style="color:red; font-weight: bold; text-align: center; display:grid"></div>
 </div>

 </div>
 </div>

 <!-- WIDGETS -->
 <div class="col-xl-2 col-lg-4">
 <div class="card">
 <div class="card-header">
 Label Images
 </div>
 <div class="card-body">
 <a class="btn btn-primary" style="border:none; color:white; background-color:#00A4EF; width:100%; margin-top:15px; margin-bottom:15px;" onclick="loadImages()">Load More Images</a>
 <hr>

 <p class="card-text" style="color:dimgray;">Ctrl-click to select/deselect multiple images to assign a label to. Right-click an image to confirm its predicted label.</p>
 <form>
 <select id="classification-dropdown" style="width:100%; margin-bottom:10px;">
 <option disabled>Species...</option>
 <option>Empty</option>
 </select>
 </form>
 <a class="btn btn-primary" style="border:none; color:white; background-color:#7FBA00; width:100%; margin-bottom:40px;" onclick="assignLabelToSelectedImages()">Assign Label</a>
 <!-- <a href="#" class="btn btn-primary" style="border:none; background-color:#737373; width:49%; margin-bottom:40px;">Undo Assign</a> -->

 <!-- <a href="#" class="btn btn-primary" style="border:none; background-color:peru; width:100%; margin-bottom:10px;" onclick="loadImages()">Show Me</a> -->
 <a class="btn btn-primary" style="border:none; color:white; background-color:#FFB900; width:100%; margin-bottom:10px;" onclick="trainClassifier()">Train Classifier</a>

 </div>
 <div class="card-header">
 Specify Images to View
 </div>
 <div class="card-body">
 <!-- <label for="detection-confidence-threshold" style="font-weight: bold;">Detection Confidence Threshold: </label> -->
 <p class="card-text" style="color:dimgray;">Modify the confidence threshold for detections in the displayed images.</p>
 <input type="range" id="detection-confidence-threshold" class="slider" min="0.50" max="0.99" value="0.85" step="0.01" style="width:80%;">
 <span class="slider_label"></span>

 <!-- <label for="grayscale-checkbox" style="font-weight:bold; margin-top:20px;">Grayscale: </label>
 <p class="card-text" style="color:dimgray; margin-top:30px;">Specify whether to display grayscale images.</p>
 <input type="checkbox" id="grayscale-checkbox"> Grayscale -->

 <p class="card-text" style="color:dimgray; margin-top:30px;">Specify whether to view images with a given predicted class.</p>
 <form>
 <select id="prediction-dropdown" name="dropdown" style="width:100%;">
 <option disabled>Species...</option>
 <option>All Species</option>
 </select>
 </form>

 <a class="btn btn-primary" style="border:none; color:white; background-color:#F25022; width:100%; margin-top:20px; margin-bottom:20px;" onclick="refreshImagesToDisplay()">Apply Selection Criteria</a>
 </div>
 </div>
 </div>
 </div>

 <!--Added by Amar-->
 <div id="fullimagedialog" style="display: none; position: fixed; top: 50%; left: 50%; transform: translate(-50%, -50%);">
 <!-- <p>This is the default dialog which is useful for displaying information. The dialog window can be moved, resized and closed with the 'x' icon.</p> -->
 <img id="fullimage" src="img/placeholder.JPG" style="max-width: 70vw;"></img>
 </div>
 </div>

 </div>
 <!-- /#page-content-wrapper -->


 <!-- JavaScript -->
 <script type="text/javascript">
 // Global variables
 var classifierTrained = false // whether a classifier has been trained already (class predictions are available)
 var detectionThresholdValue = 0.85
 // var displayGrayscale = false; // whether to show color or grayscale images
 var selectedImages = []; // src (filename) of images that are currently selected
 // var userLabeledImages = []; // src of images for which the user has assigned/confirmed a label
 var currentlyAssigning = []; // src of images to which this label is currently being assigned
 var displayedImagesInfo = {}; // info about displayed images, kevalue is src
 var displayClass = ''

 // Print failure response for failed JQuery requests
 var notifyFail = function(jqXHR, textStatus, errorThrown){
 console.debug(jqXHR.responseText)
 //var response = $.parseJSON(jqXHR.responseText);
 //console.log("Error in processing request: "+response.error);
 }

 // Check whether a checkpointed classifier is being used
 var checkIfClassifierAvailable = function(jqXHR, textStatus, errorThrown){
 console.debug(jqXHR.responseText)
 //var response = $.parseJSON(jqXHR.responseText);
 //console.log("Error in processing request: "+response.error);
 }

 // Load dropdown options from .txt file
 var getClassList = function(){
 $.ajax({
 type: "POST",
 url: "http://lynxvm.southcentralus.cloudapp.azure.com:8080/getClassList",//"http://localhost:8000/refreshImagesToDisplay",
 contentType: "application/json",
 data: JSON.stringify({}),
 success: function(data){
 // console.debug(data);
 // loadImages();
 var dropdownselector = document.getElementById('classification-dropdown');
 for (i=0; i<data['class_list'].length; i++){
 dropdownselector.add(new Option(data['class_list'][i]));
 }
 var dropdownselector = document.getElementById('prediction-dropdown');
 for (i=0; i<data['class_list'].length; i++){
 dropdownselector.add(new Option(data['class_list'][i]));
 }
 },
 error: notifyFail
 })
 };

 // // Update grayscale checkbox value on change
 // document.getElementById("grayscale-checkbox").onclick = function(){
 // displayGrayscale = this.checked;
 // }

 // Update detection confidence threshold on change
 $(function(){
 $('.slider').on('input change', function(){
 $(this).next($('.slider_label')).html(this.value);
 detectionThresholdValue = this.value;
 });
 $('.slider_label').each(function(){
 var value = $(this).prev().attr('value');
 $(this).html(value);
 });
 })

 // Update prediction dropdown on change
 document.getElementById("prediction-dropdown").onchange = function(){
 if (!classifierTrained){
 toastr.error('You cannot view predicted classes before a trained classifier is available. Please train a classifier first.', {timeOut: 3000});
 $("#prediction-dropdown").val($("#prediction-dropdown option:eq(1)").val())
 }
 }

 // View full size source image on double click
 $(function(){
 $(".display-image").on('dblclick', function(){
 var imgobj = $(this).find('img')
 var imgsrc = $(this).find('img').attr("src");
 /*Added by Amar*/
 $.ajax({
 type: "POST",
 url: "http://lynxvm.southcentralus.cloudapp.azure.com:8080/showFullsizeImage",
 contentType: "application/json",
 data: JSON.stringify({"img_src": imgsrc}),
 success: function(data){
 if (data['success_status'] == true){
 $("#fullimage").attr("src", data['fullsize_src']);
 }
 else{
 $("#fullimage").attr("src", "https://icon-library.net//images/image-error-icon/image-error-icon-16.jpg");
 }
 $("#fullimagedialog").dialog();
 },
 error: notifyFail
 });
 });
 return false;
 });

 // Refresh dataset sampler to reflect specified filters
 var refreshImagesToDisplay = function(){
 var requestedLabelText = $("#prediction-dropdown option:selected").text(); //label in the classification dropdown
 $.ajax({
 type: "POST",
 url: "http://lynxvm.southcentralus.cloudapp.azure.com:8080/refreshImagesToDisplay",//"http://localhost:8000/refreshImagesToDisplay",
 contentType: "application/json",
 // data: JSON.stringify({"detection_threshold": detectionThresholdValue, "display_grayscale": displayGrayscale, "display_class": requestedLabelText}),
 data: JSON.stringify({"detection_threshold": detectionThresholdValue, "display_class": requestedLabelText}),
 success: function(data){
 console.debug('Successfully refreshed image dataset--ajax side');
 loadImages();
 },
 error: notifyFail
 });
 };

 // Confirm predicted label on right click
 $(function () {
 $(".display-image").contextmenu(function(){
 var imgobj = $(this).find('img')
 console.debug(imgobj)
 var imgsrc = $(this).find('img').attr("src");
 var imgid = displayedImagesInfo[imgsrc]["id"];
 var imgtxt = $(this).find('div').attr("id");
 var predictedLabelText = document.getElementById(imgtxt).innerHTML;
 if (predictedLabelText != "None"){
 $.ajax({
 type: "POST",
 url: "http://lynxvm.southcentralus.cloudapp.azure.com:8080/confirmPredictedLabel",//"http://localhost:8000/confirmPredictedLabel",
 contentType: "application/json",
 data: JSON.stringify({"image": imgid, "label": predictedLabelText}),
 success: function(data){
 imgobj[0].classList.add("classified")
 document.getElementById(imgtxt).style.color = "greenyellow"
 },
 error: notifyFail
 });
 }
 return false;
 });
 });

 var loadImages = function(){
 // refreshImagesToDisplay();
 displayedImagesInfo = {}
 $.ajax({
 type: "POST",
 url: "http://lynxvm.southcentralus.cloudapp.azure.com:8080/loadImages",//"http://localhost:8000/loadImages",
 contentType: "application/json",
 // data: JSON.stringify({"num_images": 25, "detection_threshold": detectionThresholdValue, "display_grayscale": displayGrayscale}),
 data: JSON.stringify({"num_images": 16, "detection_threshold": detectionThresholdValue}),
 success: function(data){
 if (data['success_status'] == true){
 var img = data['display_images']['image_file_names'] // to display images
 var imgid = data['display_images']['image_ids'] // to store information about displayed images when labeling
 var detection_kind = data['display_images']['detection_kinds'] // if ModelDetection, then a detection category and confidence score should be available
 var detection_cat = data['display_images']['detection_categories'] // to display current detection category
 classifierTrained = data['classifier_trained'] // to check if the app is initialized with a pretrained classifier

 // map image filenames to ids (also, image ids are currently same as detection id and image due to initialize_target_db.py)
 for (i=0; i<img.length; i++){
 displayedImagesInfo[img[i]] = {}
 displayedImagesInfo[img[i]]['id'] = imgid[i]
 }

 // display the images and the current predictions; TODO: should not color based on detection type 0 (ActiveDetection)--these are actually images flagged for labeling but may also have a machine predicted label
 for (i=1; i<17; i++){
 $("#img"+i).attr("src", img[i-1])
 document.getElementById("img"+i+"-text").innerHTML = detection_cat[i-1]
 if (detection_kind[i-1]==0){
 document.getElementById("img"+i+"-text").style.color = "red"
 } else if (detection_kind[i-1]==1){
 document.getElementById("img"+i+"-text").style.color = "peru"
 }

 }

 // Remove all "ui-selected" classes
 var selectedImageObjects = document.querySelectorAll(".ui-selected");
 [].forEach.call(selectedImageObjects, function(el){
 el.classList.remove("ui-selected");
 })

 // Remove all "classified" classes
 var prevUserLabeledImageObjects = document.querySelectorAll(".classified");
 [].forEach.call(prevUserLabeledImageObjects, function(el){
 el.classList.remove("classified");
 })
 } else{
 toastr.error('Not enough images with the specified selection criteria.', {timeOut: 3000});
 }


 },
 error: notifyFail
 });
 };

 var selectImages = function(){
 $(".selectable").selectable({
 filter: "img",
 // at the end of any select operation, re-create the list of selected images
 stop: function(){
 selectedImages = [];
 $(".ui-selected", this).each(function(){
 // console.debug($(this).hasClass("classified"));
 selectedImages.push($(this).attr("src"));
 });
 // console.debug('SELECTED IMAGES:')
 // console.debug(selectedImages);
 }
 });

 };

 var assignLabelToSelectedImages = function(){
 var assignedLabelText = $("#classification-dropdown option:selected").text(); //label in the classification dropdown
 currentlyAssigning = [];

 // console.debug('ALREADY LABELED:')
 // console.debug(userLabeledImages)
 for (i=0; i<selectedImages.length;i++){
 // if (!userLabeledImages.includes(selectedImages[i])){ //if selected item is not already labeled
 // userLabeledImages.push(selectedImages[i])
 // currentlyAssigning.push(selectedImages[i])
 // }
 // userLabeledImages.push(selectedImages[i])
 currentlyAssigning.push(selectedImages[i])
 }
 // console.debug('CURRENTLY ASSIGNING:')
 // console.debug(currentlyAssigning)

 // mark currently selected images as classified unless they were already classified, and clear ui-selected property
 var selectedImageObjects = document.querySelectorAll(".ui-selected");
 [].forEach.call(selectedImageObjects, function(el){
 // if (!el.classList.contains("classified")){
 // el.classList.add("classified");
 // document.getElementById(el.id+"-text").innerHTML = assignedLabelText
 // document.getElementById(el.id+"-text").style.color = "green"
 // }
 el.classList.add("classified");
 document.getElementById(el.id+"-text").innerHTML = assignedLabelText
 document.getElementById(el.id+"-text").style.color = "green"
 el.classList.remove("ui-selected");
 })

 // make a POST request to update the database entry
 var currentlyAssigningIDs = []
 for (i=0; i<currentlyAssigning.length;i++){
 currentlyAssigningIDs.push(displayedImagesInfo[currentlyAssigning[i]])
 }
 $.ajax({
 type: "POST",
 url: "http://lynxvm.southcentralus.cloudapp.azure.com:8080/assignLabel",//"http://localhost:8000/assignLabel",
 contentType: "application/json",
 data: JSON.stringify({"images": currentlyAssigningIDs, "label": assignedLabelText}),
 success: function(data){
 console.debug(data)
 },
 error: notifyFail
 });

 // clear selectedImages list
 selectedImages = [];
 };

 // var undoAssignLabelToSelectedImages = function(){
 // currentlyUndoing = [];
 // for (i=0; i<selectedImages.length;i++){
 // currentlyUndoing.push(selectedImages[i])
 // }

 // // make a POST request to update the database entry
 // var currentlyUnassigningIDs = []
 // for (i=0; i<currentlyAssigning.length;i++){
 // currentlyUnassigningIDs.push(displayedImagesInfo[currentlyUndoing[i]])
 // }
 // $.ajax({
 // type: "POST",
 // url: "http://lynxvm.southcentralus.cloudapp.azure.com:8080/unassignLabel",
 // contentType: "application/json",
 // data: JSON.stringify({"images": currentlyUnassigningIDs}),
 // success: function(data){
 // console.debug(data)
 // },
 // error: notifyFail
 // });

 // // mark currently selected images as classified unless they were already classified, and clear ui-selected property
 // var selectedImageObjects = document.querySelectorAll(".ui-selected");
 // [].forEach.call(selectedImageObjects, function(el){
 // el.classList.remove("classified");
 // document.getElementById(el.id+"-text").innerHTML = assignedLabelText
 // document.getElementById(el.id+"-text").style.color = "green"
 // el.classList.remove("ui-selected");
 // })


 // // clear selectedImages list
 // selectedImages = [];
 // };

 var trainClassifier = function(){
 toastr.info('Training classifier and updating predictions. Please wait a few seconds.', {timeOut: 3000});
 $.ajax({
 type: "POST",
 url: "http://lynxvm.southcentralus.cloudapp.azure.com:8080/trainClassifier",//"http://localhost:8000/trainClassifier",
 contentType: "application/json",
 data: JSON.stringify({"test": "testdata"}),
 success: function(data){
 toastr.success('Finished training species classifier. You can now load more images with newly predicted labels.', {timeOut: 5000});
 classifierTrained = true;
 },
 error: notifyFail
 });
 };

 var getSequentialImages = function(){
 $.ajax({
 type: "POST",
 url: "http://lynxvm.southcentralus.cloudapp.azure.com:8080/getSequentialImages",//"http://localhost:8000/trainClassifier",
 contentType: "application/json",
 data: JSON.stringify({"img_src": '/datadrive/missouricameratraps/crops_detector/bcf21a21-5863-4e17-9dde-f10cf9d8dc0c.JPG'}),
 success: function(data){
 console.debug(data['image_sequence'])
 },
 error: notifyFail
 });
 };

 $(document).ready(function(){
 getClassList();
 refreshImagesToDisplay();
 selectImages();
 getSequentialImages();
 });


 </script>

</body>

</html>