Exemplo n.º 1
0
        public static async Task ResetFaceLists()
        {
            faceLists = new Dictionary <string, FaceListInfo>();

            try
            {
                IEnumerable <FaceList> metadata = await FaceServiceHelper.GetFaceListsAsync(FaceListsUserDataFilter);

                foreach (var item in metadata)
                {
                    await FaceServiceHelper.DeleteFaceListAsync(item.FaceListId);
                }
            }
            catch (Exception e)
            {
                ErrorTrackingHelper.TrackException(e, "Error resetting face lists");
            }
        }
        public async Task DetectFacesAsync(bool detectFaceAttributes = false, bool detectFaceLandmarks = false)
        {
            try
            {
                if (this.ImageUrl != null)
                {
                    this.DetectedFaces = await FaceServiceHelper.DetectWithUrlAsync(
                        this.ImageUrl,
                        returnFaceId : true,
                        returnFaceLandmarks : detectFaceLandmarks,
                        returnFaceAttributes : detectFaceAttributes?DefaultFaceAttributeTypes : null);
                }
                else if (this.GetImageStreamCallback != null)
                {
                    this.DetectedFaces = await FaceServiceHelper.DetectWithStreamAsync(
                        this.GetImageStreamCallback,
                        returnFaceId : true,
                        returnFaceLandmarks : detectFaceLandmarks,
                        returnFaceAttributes : detectFaceAttributes?DefaultFaceAttributeTypes : null);
                }

                if (this.FilterOutSmallFaces)
                {
                    this.DetectedFaces = this.DetectedFaces.Where(f => IsFaceBigEnoughForDetection(f.FaceRectangle.Height, this.DecodedImageHeight));
                }
            }
            catch (Exception e)
            {
                ErrorTrackingHelper.TrackException(e, "Face API DetectAsync error");

                this.DetectedFaces = Enumerable.Empty <DetectedFace>();

                if (this.ShowDialogOnFaceApiErrors)
                {
                    await ErrorTrackingHelper.GenericApiCallExceptionHandler(e, "Face API failed.");
                }
            }
            finally
            {
                this.OnFaceDetectionCompleted();
            }
        }
Exemplo n.º 3
0
        public static async Task Initialize()
        {
            faceLists = new Dictionary <string, FaceListInfo>();

            try
            {
                IEnumerable <FaceList> metadata = await FaceServiceHelper.GetFaceListsAsync(FaceListsUserDataFilter);

                foreach (var item in metadata)
                {
                    faceLists.Add(item.FaceListId, new FaceListInfo {
                        FaceListId = item.FaceListId, LastMatchTimestamp = DateTime.Now
                    });
                }
            }
            catch (Exception e)
            {
                ErrorTrackingHelper.TrackException(e, "Face API GetFaceListsAsync error");
            }
        }
        public async Task IdentifyFacesAsync()
        {
            this.IdentifiedPersons = Enumerable.Empty <IdentifiedPerson>();

            Guid[] detectedFaceIds = this.DetectedFaces?.Where(f => f.FaceId.HasValue).Select(f => f.FaceId.GetValueOrDefault()).ToArray();
            if (detectedFaceIds != null && detectedFaceIds.Any())
            {
                List <IdentifiedPerson> result = new List <IdentifiedPerson>();

                IEnumerable <PersonGroup> personGroups = Enumerable.Empty <PersonGroup>();
                try
                {
                    personGroups = await FaceServiceHelper.ListPersonGroupsAsync(PeopleGroupsUserDataFilter);
                }
                catch (Exception e)
                {
                    ErrorTrackingHelper.TrackException(e, "Face API GetPersonGroupsAsync error");

                    if (this.ShowDialogOnFaceApiErrors)
                    {
                        await ErrorTrackingHelper.GenericApiCallExceptionHandler(e, "Failure getting PersonGroups");
                    }
                }

                foreach (var group in personGroups)
                {
                    try
                    {
                        IList <IdentifyResult> groupResults = await FaceServiceHelper.IdentifyAsync(group.PersonGroupId, detectedFaceIds);

                        foreach (var match in groupResults)
                        {
                            if (!match.Candidates.Any())
                            {
                                continue;
                            }

                            Person person = await FaceServiceHelper.GetPersonAsync(group.PersonGroupId, match.Candidates[0].PersonId);

                            IdentifiedPerson alreadyIdentifiedPerson = result.FirstOrDefault(p => p.Person.PersonId == match.Candidates[0].PersonId);
                            if (alreadyIdentifiedPerson != null)
                            {
                                // We already tagged this person in another group. Replace the existing one if this new one if the confidence is higher.
                                if (alreadyIdentifiedPerson.Confidence < match.Candidates[0].Confidence)
                                {
                                    alreadyIdentifiedPerson.Person     = person;
                                    alreadyIdentifiedPerson.Confidence = match.Candidates[0].Confidence;
                                    alreadyIdentifiedPerson.FaceId     = match.FaceId;
                                }
                            }
                            else
                            {
                                result.Add(new IdentifiedPerson {
                                    Person = person, Confidence = match.Candidates[0].Confidence, FaceId = match.FaceId
                                });
                            }
                        }
                    }
                    catch (Exception e)
                    {
                        // Catch errors with individual groups so we can continue looping through all groups. Maybe an answer will come from
                        // another one.
                        ErrorTrackingHelper.TrackException(e, "Face API IdentifyAsync error");

                        if (this.ShowDialogOnFaceApiErrors)
                        {
                            await ErrorTrackingHelper.GenericApiCallExceptionHandler(e, "Failure identifying faces");
                        }
                    }
                }

                this.IdentifiedPersons = result;
            }

            this.OnFaceRecognitionCompleted();
        }
Exemplo n.º 5
0
        public static async Task <SimilarFace> FindSimilarPersistedFaceAsync(Func <Task <Stream> > imageStreamCallback, Guid faceId, DetectedFace face)
        {
            if (faceLists == null)
            {
                await Initialize();
            }

            Tuple <SimilarFace, string> bestMatch = null;

            bool foundMatch = false;

            foreach (var faceListId in faceLists.Keys)
            {
                try
                {
                    SimilarFace similarFace = (await FaceServiceHelper.FindSimilarAsync(faceId, faceListId))?.FirstOrDefault();
                    if (similarFace == null)
                    {
                        continue;
                    }

                    foundMatch = true;

                    if (bestMatch != null)
                    {
                        // We already found a match for this face in another list. Replace the previous one if the new confidence is higher.
                        if (bestMatch.Item1.Confidence < similarFace.Confidence)
                        {
                            bestMatch = new Tuple <SimilarFace, string>(similarFace, faceListId);
                        }
                    }
                    else
                    {
                        bestMatch = new Tuple <SimilarFace, string>(similarFace, faceListId);
                    }
                }
                catch (Exception e)
                {
                    // Catch errors with individual face lists so we can continue looping through all lists. Maybe an answer will come from
                    // another one.
                    ErrorTrackingHelper.TrackException(e, "Face API FindSimilarAsync error");
                }
            }

            if (!foundMatch)
            {
                // If we are here we didnt' find a match, so let's add the face to the first FaceList that we can add it to. We
                // might create a new list if none exist, and if all lists are full we will delete the oldest face list (based on when we
                // last matched anything on it) so that we can add the new one.

                double maxAngle = 30;
                if (face.FaceAttributes.HeadPose != null &&
                    (Math.Abs(face.FaceAttributes.HeadPose.Yaw) > maxAngle ||
                     Math.Abs(face.FaceAttributes.HeadPose.Pitch) > maxAngle ||
                     Math.Abs(face.FaceAttributes.HeadPose.Roll) > maxAngle))
                {
                    // This isn't a good frontal shot, so let's not use it as the primary example face for this person
                    return(null);
                }

                if (!faceLists.Any())
                {
                    // We don't have any FaceLists yet. Create one
                    string newFaceListId = Guid.NewGuid().ToString();
                    await FaceServiceHelper.CreateFaceListAsync(newFaceListId, "ManagedFaceList", FaceListsUserDataFilter);

                    faceLists.Add(newFaceListId, new FaceListInfo {
                        FaceListId = newFaceListId, LastMatchTimestamp = DateTime.Now
                    });
                }

                PersistedFace addResult = null;
                bool          failedToAddToNonFullList = false;
                foreach (var faceList in faceLists)
                {
                    if (faceList.Value.IsFull)
                    {
                        continue;
                    }

                    try
                    {
                        addResult = await FaceServiceHelper.AddFaceToFaceListFromStreamAsync(faceList.Key, imageStreamCallback, face.FaceRectangle);

                        break;
                    }
                    catch (Exception ex)
                    {
                        if (ex is APIErrorException && ((APIErrorException)ex).Response.StatusCode == (System.Net.HttpStatusCode) 403)
                        {
                            // FaceList is full. Continue so we can try again with the next FaceList
                            faceList.Value.IsFull = true;
                            continue;
                        }
                        else
                        {
                            failedToAddToNonFullList = true;
                            break;
                        }
                    }
                }

                if (addResult == null && !failedToAddToNonFullList)
                {
                    // We were not able to add the face to an existing list because they were all full.

                    // If possible, let's create a new list now and add the new face to it. If we can't (e.g. we already maxed out on list count),
                    // let's delete an old list, create a new one and add the new face to it.

                    if (faceLists.Count == MaxFaceListCount)
                    {
                        // delete oldest face list
                        var oldestFaceList = faceLists.OrderBy(fl => fl.Value.LastMatchTimestamp).FirstOrDefault();
                        faceLists.Remove(oldestFaceList.Key);
                        await FaceServiceHelper.DeleteFaceListAsync(oldestFaceList.Key);
                    }

                    // create new list
                    string newFaceListId = Guid.NewGuid().ToString();
                    await FaceServiceHelper.CreateFaceListAsync(newFaceListId, "ManagedFaceList", FaceListsUserDataFilter);

                    faceLists.Add(newFaceListId, new FaceListInfo {
                        FaceListId = newFaceListId, LastMatchTimestamp = DateTime.Now
                    });

                    // Add face to new list
                    addResult = await FaceServiceHelper.AddFaceToFaceListFromStreamAsync(newFaceListId, imageStreamCallback, face.FaceRectangle);
                }

                if (addResult != null)
                {
                    bestMatch = new Tuple <SimilarFace, string>(new SimilarFace {
                        Confidence = 1, PersistedFaceId = addResult.PersistedFaceId
                    }, null);
                }
            }

            return(bestMatch?.Item1);
        }