public static void writeTrackletsIntoVIRAT(Dictionary <string, VATIC_Tracklet> tracklets, string outputFilePath)
{
List <string> output = new List <string>();
foreach (string key in tracklets.Keys)
{
VATIC_Tracklet tck = tracklets[key];
for (int i = 0; i < tck.boxes.Count; i++)
{
string objId = key;
int objType = tck.label;
int frameId = Convert.ToInt32(tck.boxes[i][4]);
int xtl = Convert.ToInt32(tck.boxes[i][0]);
int ytl = Convert.ToInt32(tck.boxes[i][1]);
int xbr = Convert.ToInt32(tck.boxes[i][2]);
int ybr = Convert.ToInt32(tck.boxes[i][3]);
int width = xbr - xtl;
int height = ybr - ytl;
List <string> line = new List <string>();
line.Add(objId);
line.Add("0");
line.Add(frameId.ToString());
line.Add(xtl.ToString());
line.Add(ytl.ToString());
line.Add(width.ToString());
line.Add(height.ToString());
line.Add(objType.ToString());
string ln = ObjectsToStrings.ListString(line, ' ');
output.Add(ln);
}
File.WriteAllLines(outputFilePath, output);
}
}
private bool getNewRandomJob()
{
SatyamTaskTableAccess taskTableDB = new SatyamTaskTableAccess();
SatyamTaskTableEntry entry = taskTableDB.getMinimumTriedEntryByTemplate(TaskConstants.Tracking);
if (entry != null)
{
taskTableDB.IncrementDoneScore(entry.ID);
SatyamTask task = JSonUtils.ConvertJSonToObject <SatyamTask>(entry.TaskParametersString);
SatyamJobStorageAccountAccess satyamStorage = new SatyamJobStorageAccountAccess();
List <string> ImageURLs = satyamStorage.getURLListOfSubDirectoryByURL(task.SatyamURI);
//string urls = "";
//for (int i=0;i<ImageURLs.Count;i++)
//{
// urls += ImageURLs[i];
// if (i == ImageURLs.Count - 1) break;
// urls += ',';
//}
Hidden_ImageURLList.Value = ObjectsToStrings.ListString(ImageURLs, ',');
SatyamJob jobDefinitionEntry = task.jobEntry;
MultiObjectTrackingSubmittedJob job = JSonUtils.ConvertJSonToObject <MultiObjectTrackingSubmittedJob>(jobDefinitionEntry.JobParameters);
Dictionary <string, List <string> > subcategories = job.Categories;
List <string> categories = subcategories.Keys.ToList();
//CategorySelection_RakdioButtonList.Items.Clear();
for (int i = 0; i < categories.Count; i++)
{
ListItem l = new ListItem(categories[i]);
//CategorySelection_RadioButtonList.Items.Add(l);
}
if (job.Description != "")
{
//DescriptionPanel.Visible = true;
//DescriptionTextPanel.Controls.Add(new LiteralControl(job.Description));
}
//Hidden_BoundaryLines.Value = JSonUtils.ConvertObjectToJSon(job.BoundaryLines);
Hidden_TaskEntryString.Value = JSonUtils.ConvertObjectToJSon <SatyamTaskTableEntry>(entry);
Hidden_PageLoadTime.Value = DateTime.Now.ToString();
// pass parameters from old template
Slug_Hidden.Value = "null";
Start_Hidden.Value = "0";
Stop_Hidden.Value = (ImageURLs.Count - 1).ToString();
Skip_Hidden.Value = "0";
PerObject_Hidden.Value = "0.1";
Completion_Hidden.Value = "0.5";
BlowRadius_Hidden.Value = "0";
JobId_Hidden.Value = "1";
LabelString_Hidden.Value = ObjectsToStrings.ListString(categories.ToList(), ',');
Attributes_Hidden.Value = ObjectsToStrings.DictionaryStringListString(subcategories, ',', ':', '_');
Training_Hidden.Value = "0";
fps_Hidden.Value = job.FrameRate.ToString();
Hidden_ChunkDuration.Value = job.ChunkDuration.ToString();
var web = new WebClient();
System.Drawing.Image x = System.Drawing.Image.FromStream(web.OpenRead(ImageURLs[0]));
ImageWidth_Hidden.Value = x.Width.ToString();
ImageHeight_Hidden.Value = x.Height.ToString();
// image boundary for now
//string[] region = new string[] { "0-0-1242-0-1242-375-0-375-0-0" };
string[] region = new string[] { "0-0-" + x.Width + "-0-" + x.Width + "-" + x.Height + "-0-" + x.Height + "-0-0" };
RegionString_Hidden.Value = ObjectsToStrings.ListString(region, ',');
taskTableDB.close();
return(true);
}
else
{
taskTableDB.close();
return(false);
}
}
private bool getNewRandomJob()
{
double price = 0;
bool success = Double.TryParse(Hidden_Price.Value, out price);
if (!success)
{
price = 0;
}
SatyamTaskTableAccess taskTableDB = new SatyamTaskTableAccess();
SatyamTaskTableEntry entry = null;
if (Submit_Button.Enabled == true)
{
//entry = taskTableDB.getMinimumTriedNewEntryForWorkerIDByTemplateAndPrice(Hidden_AmazonWorkerID.Value,
// TaskConstants.TrackletLabeling_MTurk, price);
entry = taskTableDB.getTopKNewEntryForWorkerIDByTemplateAndPrice(50, Hidden_AmazonWorkerID.Value,
TaskConstants.TrackletLabeling_MTurk, price);
}
else
{
entry = taskTableDB.getMinimumTriedEntryByTemplate(TaskConstants.TrackletLabeling_MTurk);
}
taskTableDB.close();
if (entry == null)
{
return(false);
}
taskTableDB = new SatyamTaskTableAccess();
taskTableDB.IncrementDoneScore(entry.ID);
taskTableDB.close();
SatyamTask task = JSonUtils.ConvertJSonToObject <SatyamTask>(entry.TaskParametersString);
SatyamJobStorageAccountAccess satyamStorage = new SatyamJobStorageAccountAccess();
string videoDir = URIUtilities.localDirectoryFullPathFromURI(task.SatyamURI);
List <string> ImageURLs = satyamStorage.getURLListOfSpecificExtensionUnderSubDirectoryByURI(videoDir, new List <string>()
{
"jpg"
});
string annotationFilePath = task.SatyamURI;
//string urls = "";
//for (int i=0;i<ImageURLs.Count;i++)
//{
// urls += ImageURLs[i];
// if (i == ImageURLs.Count - 1) break;
// urls += ',';
//}
Hidden_ImageURLList.Value = ObjectsToStrings.ListString(ImageURLs, ',');
SatyamJob jobDefinitionEntry = task.jobEntry;
MultiObjectTrackingSubmittedJob job = JSonUtils.ConvertJSonToObject <MultiObjectTrackingSubmittedJob>(jobDefinitionEntry.JobParameters);
Dictionary <string, List <string> > subcategories = job.Categories;
List <string> categories = subcategories.Keys.ToList();
//CategorySelection_RakdioButtonList.Items.Clear();
for (int i = 0; i < categories.Count; i++)
{
ListItem l = new ListItem(categories[i]);
//CategorySelection_RadioButtonList.Items.Add(l);
}
if (job.Description != "")
{
//DescriptionPanel.Visible = true;
//DescriptionTextPanel.Controls.Add(new LiteralControl(job.Description));
}
//Hidden_BoundaryLines.Value = JSonUtils.ConvertObjectToJSon(job.BoundaryLines);
Hidden_TaskEntryString.Value = JSonUtils.ConvertObjectToJSon <SatyamTaskTableEntry>(entry);
Hidden_PageLoadTime.Value = DateTime.Now.ToString();
// pass parameters from old template
Slug_Hidden.Value = "null";
Start_Hidden.Value = "0";
Stop_Hidden.Value = (ImageURLs.Count - 1).ToString();
Skip_Hidden.Value = "0";
PerObject_Hidden.Value = "0.1";
Completion_Hidden.Value = "0.5";
BlowRadius_Hidden.Value = "0";
JobId_Hidden.Value = "1";
LabelString_Hidden.Value = ObjectsToStrings.ListString(categories.ToList(), ',');
Attributes_Hidden.Value = ObjectsToStrings.DictionaryStringListString(subcategories, ',', ':', '_');
Training_Hidden.Value = "0";
fps_Hidden.Value = job.FrameRate.ToString();
Hidden_ChunkDuration.Value = job.ChunkDuration.ToString();
var web = new WebClient();
System.Drawing.Image x = System.Drawing.Image.FromStream(web.OpenRead(ImageURLs[0]));
ImageWidth_Hidden.Value = x.Width.ToString();
ImageHeight_Hidden.Value = x.Height.ToString();
// image boundary for now
//string[] region = new string[] { "0-0-1242-0-1242-375-0-375-0-0" };
string[] region = new string[] { "0-0-" + x.Width + "-0-" + x.Width + "-" + x.Height + "-0-" + x.Height + "-0-0" };
RegionString_Hidden.Value = ObjectsToStrings.ListString(region, ',');
// temp test
List <VATIC_Tracklet> prevTracesTemp = new List <VATIC_Tracklet>();
WebClient client = new WebClient();
Stream stream = client.OpenRead(annotationFilePath);
StreamReader reader = new StreamReader(stream);
List <string> trace = new List <string>();
while (reader.Peek() >= 0)
{
string content = reader.ReadLine();
trace.Add(content);
}
Dictionary <string, VATIC_Tracklet> tracklets = VATIC_Tracklet.ReadTrackletsFromVIRAT(trace);
foreach (string id in tracklets.Keys)
{
//string output = JSonUtils.ConvertObjectToJSon(tracklets[id]);
prevTracesTemp.Add(tracklets[id]);
}
string output = JSonUtils.ConvertObjectToJSon(prevTracesTemp);
PreviousTrackString_Hidden.Value = output;
return(true);
}
public static string stitchAnnotationStringByAssociation(List <List <string> > CrossChunkEntitiesAnnotationStrings, List <List <string> > SingleChunkEntitiesAnnotationStrings,
List <MultipartiteWeightedMatch> association, DateTime NewFrameStartTime)
{
List <string> stitchedAnnotationStrings = new List <string>();
// traverse the current trace
for (int i = 0; i < CrossChunkEntitiesAnnotationStrings[0].Count; i++)
{
string stitchedAnnotationString = "";
foreach (MultipartiteWeightedMatch match in association)
{
if (match.elementList.Count == 2 && match.elementList[0] == i)
{
// there is an association from the next trace
string[] currentTraceFields = CrossChunkEntitiesAnnotationStrings[0][match.elementList[0]].Split(':');
string[] nextTraceFields = CrossChunkEntitiesAnnotationStrings[1][match.elementList[1]].Split(':');
//List<string> LabelRemovedStringList = new List<string>();
List <string> MergedStringList = new List <string>();
// majority label, if same segment use second one.
string curLabel = currentTraceFields[0].Split('_')[0];
string nextLabel = nextTraceFields[0].Split('_')[0];
//if (curLabel != nextLabel)
//{
// MergedStringList.Add(nextTraceFields[0]);
//}
//else
//{
// MergedStringList.Add(currentTraceFields[0]);
//}
MergedStringList.Add(currentTraceFields[0]);
int a = 1;
int b = 1;
while (true)
{
if (a == currentTraceFields.Length && b == nextTraceFields.Length)
{
break;
}
if (a == currentTraceFields.Length)
{
MergedStringList.Add(nextTraceFields[b]); b++; continue;
}
if (b == nextTraceFields.Length)
{
MergedStringList.Add(currentTraceFields[a]); a++; continue;
}
DateTime curTime = DateTimeUtilities.getDateTimeFromString(currentTraceFields[a].Split(',')[0]);
DateTime nextTime = DateTimeUtilities.getDateTimeFromString(nextTraceFields[b].Split(',')[0]);
if (curTime <= nextTime)
{
MergedStringList.Add(currentTraceFields[a]);
a++;
if (curTime == nextTime)
{
b++; // skip the same frame from next trace
}
}
else
{
MergedStringList.Add(nextTraceFields[b]);
b++;
}
}
stitchedAnnotationString = ObjectsToStrings.ListString(MergedStringList, ':');
//// remove the label of the second string
//for (int j = 1; j < nextTraceFields.Length; j++)
//{
// // remove the overlapping part.
// DateTime time = DateTimeUtilities.getDateTimeFromString(nextTraceFields[j].Split(',')[0]);
// if (time < NewFrameStartTime) continue;
// LabelRemovedStringList.Add(nextTraceFields[j]);
//}
//if (LabelRemovedStringList.Count > 0)
//{
// string LabelRemovedString = ObjectsToStrings.ListString(LabelRemovedStringList, ':');
// stitchedAnnotationString = CrossChunkEntitiesAnnotationStrings[0][match.elementList[0]] + ":" + LabelRemovedString;
//}
//else
//{
// stitchedAnnotationString = CrossChunkEntitiesAnnotationStrings[0][match.elementList[0]];
//}
}
}
if (stitchedAnnotationString == "")
{
// there is no match from next
stitchedAnnotationString = CrossChunkEntitiesAnnotationStrings[0][i];
}
stitchedAnnotationStrings.Add(stitchedAnnotationString);
}
// traverse the next trace
for (int i = 0; i < CrossChunkEntitiesAnnotationStrings[1].Count; i++)
{
bool added = false;
foreach (MultipartiteWeightedMatch match in association)
{
if (match.elementList.Count == 2 && match.elementList[1] == i)
{
//this track has been associated and added.
added = true;
}
}
if (!added)
{
stitchedAnnotationStrings.Add(CrossChunkEntitiesAnnotationStrings[1][i]);
}
}
//add the irrelavant single chunk entities from both chunk
for (int i = 0; i < 2; i++)
{
foreach (string anno in SingleChunkEntitiesAnnotationStrings[i])
{
stitchedAnnotationStrings.Add(anno);
}
}
string totalStitchedAnnotationString = ObjectsToStrings.ListString(stitchedAnnotationStrings, '|');
return(totalStitchedAnnotationString);
}
public static MultiObjectTrackingResult stitchTwoTracesByTubeletsOfOverlappingVideoChunk(MultiObjectTrackingResult currentTrace, MultiObjectTrackingResult nextTrace,
int totalFrameCountsBeforeStitching, int totalFrameCountsAfterStitching, int noFramesOverlap, int fps = 10)
{
//if (noFramesOverlap == 0) return null;
double frameTimeInMiliSeconds = (double)1000 / (double)fps;
List <MultiObjectTrackingResult> compressedOverlappingTracks = new List <MultiObjectTrackingResult>();
DateTime overlapStart = currentTrace.VideoSegmentStartTime.AddMilliseconds(frameTimeInMiliSeconds * (totalFrameCountsBeforeStitching - noFramesOverlap));
DateTime overlapEnd = currentTrace.VideoSegmentStartTime.AddMilliseconds(frameTimeInMiliSeconds * (totalFrameCountsBeforeStitching - 1));
//DateTime nextTrace_overlapStart = nextTrace.VideoSegmentStartTime;
//DateTime nextTrace_overlapEnd = nextTrace.VideoSegmentStartTime.AddMilliseconds(frameTimeInMiliSeconds * (noFramesOverlap-1));
//MultiObjectTrackingResult nextTrace_Overlap = nextTrace.getSubTimeSegment(nextTrace_overlapStart, nextTrace_overlapEnd, fps);
//compressedOverlappingTracks.Add(nextTrace_Overlap);
List <List <string> > CrossChunkEntitiesAnnotationStrings = new List <List <string> >();
List <List <string> > SingleChunkEntitiesAnnotationStrings = new List <List <string> >();
for (int i = 0; i < 2; i++)
{
//boundingboxes.Add(new List<BoundingBox>());
CrossChunkEntitiesAnnotationStrings.Add(new List <string>());
SingleChunkEntitiesAnnotationStrings.Add(new List <string>());
}
double timeToPostponeInMilliSeconds = (double)(totalFrameCountsBeforeStitching - noFramesOverlap) * frameTimeInMiliSeconds;
//TimeSpan timeSpanToPostponeInSeconds = new TimeSpan(0,0,0,0, (int)timeToPostponeInMilliSeconds);
TimeSpan timeSpanToPostponeInSeconds = DateTimeUtilities.getTimeSpanFromTotalMilliSeconds((int)timeToPostponeInMilliSeconds);
//// get the end of the first trace and the begining + overlap of the second trace
//DateTime CurrentTraceSampleFrameTime = currentTrace.VideoSegmentStartTime.AddMilliseconds(frameTimeInMiliSeconds * (totalFrameCountsBeforeStitching - 1));
//DateTime NextTraceSampleFrameTime = nextTrace.VideoSegmentStartTime.AddMilliseconds(frameTimeInMiliSeconds * (Math.Max(noFramesOverlap - 1, 0)));
// current trace
List <string> currentTrace_filteredAnnotationStrings = new List <string>();
foreach (CompressedTrack entity in currentTrace.tracks)
{
// get a snapshot frame at start and end of current trace
VATIC_DVA_Frame currentTraceOverlapStartFrame = entity.getFrameAt(overlapStart);
string annotationString = entity.unCompressToTrackAnnotationString();
string[] fields = annotationString.Split(':');
List <string> TimeFilteredSegmentStringList = new List <string>();
TimeFilteredSegmentStringList.Add(fields[0]); // adds the label back
if (currentTraceOverlapStartFrame != null)
{
TimeFilteredSegmentStringList.Add(currentTraceOverlapStartFrame.ToAnnotationString()); // adds a starting frame
}
// remove the label of the second string
int count = 0;
for (int j = 1; j < fields.Length; j++)
{
// remove the overlapping part.
DateTime time = DateTimeUtilities.getDateTimeFromString(fields[j].Split(',')[0]);
if (time <= overlapStart || time > overlapEnd)
{
continue;
}
TimeFilteredSegmentStringList.Add(fields[j]);
count++;
}
if (count == 0)
{
// not a cross chunk one
SingleChunkEntitiesAnnotationStrings[0].Add(annotationString);
continue;
}
else
{
//a cross chunk one
CrossChunkEntitiesAnnotationStrings[0].Add(annotationString);
// construct for association
string filteredAnnotationString = ObjectsToStrings.ListString(TimeFilteredSegmentStringList, ':');
currentTrace_filteredAnnotationStrings.Add(filteredAnnotationString);
}
}
string currentOverlap_totalFilteredAnnotationString = ObjectsToStrings.ListString(currentTrace_filteredAnnotationStrings, '|');
MultiObjectTrackingResult currentTrace_Overlap = MultiObjectTrackingResult.ConvertAnnotationStringToMultiObjectTrackingResult(overlapStart, currentOverlap_totalFilteredAnnotationString, "current", "0", noFramesOverlap, fps);
compressedOverlappingTracks.Add(currentTrace_Overlap);
// next trace
/// postpone the timestamp of the second trace
nextTrace.postpone(timeSpanToPostponeInSeconds);
List <string> nextTrace_filteredAnnotationStrings = new List <string>();
foreach (CompressedTrack entity in nextTrace.tracks)
{
VATIC_DVA_Frame nextTraceOverlapStartFrame = entity.getFrameAt(overlapStart);
VATIC_DVA_Frame nextTraceOverlapEndFrame = entity.getFrameAt(overlapEnd);
string annotationString = entity.unCompressToTrackAnnotationString();
string[] fields = annotationString.Split(':');
List <string> TimeFilteredSegmentStringList = new List <string>();
TimeFilteredSegmentStringList.Add(fields[0]); // adds the label back
if (nextTraceOverlapStartFrame != null)
{
TimeFilteredSegmentStringList.Add(nextTraceOverlapStartFrame.ToAnnotationString()); // adds a starting frame
}
// remove the label of the second string
int count = 0;
for (int j = 1; j < fields.Length; j++)
{
// remove the overlapping part.
DateTime time = DateTimeUtilities.getDateTimeFromString(fields[j].Split(',')[0]);
if (time <= overlapStart || time >= overlapEnd)
{
continue;
}
TimeFilteredSegmentStringList.Add(fields[j]);
count++;
}
if (count == 0)
{
// not a cross chunk one
SingleChunkEntitiesAnnotationStrings[1].Add(annotationString);
continue;
}
else
{
//a cross chunk one
CrossChunkEntitiesAnnotationStrings[1].Add(annotationString);
// construct for association
if (nextTraceOverlapEndFrame != null)
{
TimeFilteredSegmentStringList.Add(nextTraceOverlapEndFrame.ToAnnotationString()); // adds a ending frame
}
string filteredAnnotationString = ObjectsToStrings.ListString(TimeFilteredSegmentStringList, ':');
nextTrace_filteredAnnotationStrings.Add(filteredAnnotationString);
}
}
string nextOverlap_totalFilteredAnnotationString = ObjectsToStrings.ListString(nextTrace_filteredAnnotationStrings, '|');
MultiObjectTrackingResult nextTrace_Overlap = MultiObjectTrackingResult.ConvertAnnotationStringToMultiObjectTrackingResult(overlapStart, nextOverlap_totalFilteredAnnotationString, "next", "1", noFramesOverlap, fps);
compressedOverlappingTracks.Add(nextTrace_Overlap);
List <MultipartiteWeightedMatch> association = TrackletsAssociation.AssociateTracklets(compressedOverlappingTracks);
DateTime NewFrameStartTime = currentTrace.VideoSegmentStartTime + DateTimeUtilities.getTimeSpanFromTotalMilliSeconds((int)(totalFrameCountsBeforeStitching * frameTimeInMiliSeconds));
string totalStitchedAnnotationString = stitchAnnotationStringByAssociation(CrossChunkEntitiesAnnotationStrings, SingleChunkEntitiesAnnotationStrings,
association, NewFrameStartTime);
MultiObjectTrackingResult ret = MultiObjectTrackingResult.ConvertAnnotationStringToMultiObjectTrackingResult(currentTrace.VideoSegmentStartTime, totalStitchedAnnotationString, currentTrace.cameraId, currentTrace.UID, totalFrameCountsAfterStitching, fps);
return(ret);
}