Interface IMLSearchTrigger

Represents a trigger that employs machine learning, specifically YOLOv8, for tasks such as segmentation, classification, and object detection on CPU or GPU. This trigger is designed for advanced usage, especially in C# scripting, to leverage its full capabilities.

Inherited Members
Namespace: EyeAuras.OpenCVAuras.Triggers.MLSearch
Assembly: EyeAuras.OpenCVAuras.Shared.dll
Syntax
public interface IMLSearchTrigger : IWindowCaptureTrigger<IMLSearchDetectionResult>, IAuraTrigger, IAuraEntity, IAuraObject, IBindableReactiveObject, IHasId, IHasTypedId<string>, ICanSetContext, IHasContext, IHasErrors, IDisposable, IHasError, IHasErrorProvider, ICanSetName, IHasName, ICanSetDescription, IHasDescription, IHasBoundsWindow, IHasAttachedWindow, INotifyPropertyChanged

Properties

Name Description
Classifications

Contains immutable arrays of classifications made by the Yolo model.
Confidence

Gets the confidence(%) of the best prediction/classification done by the model
ConfidenceThreshold

Gets or sets the confidence threshold for predictions. The trigger activates if a prediction with confidence greater or equal to this threshold is found.
ExecutionProvider

Gets or sets the execution provider, determining how the model is run (e.g., CPU, GPU, CUDA).
InterOpNumThreads

Gets or sets the number of threads for inter-operation parallelism. This parameter tunes performance for ML ONNX Inference sessions.
IntraOpNumThreads

Gets or sets the number of threads for intra-operation parallelism. This setting is also for optimizing ML ONNX Inference sessions.
MLModelData

Gets or sets the binary data for the ML model, which is distributed with the trigger.
OverlapThreshold

Gets or sets the Intersection over Union (IoU) overlap threshold for object detection. A higher value reduces false positives but may miss some objects. See https://en.wikipedia.org/wiki/Jaccard_index for more information.
Predictions

Contains immutable arrays of predictions made by the Yolo model.
YoloModel

Gets the YoloModel used for inference in this trigger.

Extension Methods

ReactiveObjectExtensions.Listen<TContext, TItem>(TContext, Expression<Func<TContext, IObservableList<TItem>>>)
ReactiveObjectExtensions.Listen<TContext, TOut>(TContext, Expression<Func<TContext, TOut>>)
ReactiveObjectExtensions.Listen<TContext, TOut1, TOut2>(TContext, Expression<Func<TContext, TOut1>>, Expression<Func<TContext, TOut2>>)
ReactiveObjectExtensions.Listen<TContext, TOut1, TOut2, TOut3>(TContext, Expression<Func<TContext, TOut1>>, Expression<Func<TContext, TOut2>>, Expression<Func<TContext, TOut3>>)
ReactiveObjectExtensions.Listen<TContext, TOut1, TOut2, TOut3, TOut4>(TContext, Expression<Func<TContext, TOut1>>, Expression<Func<TContext, TOut2>>, Expression<Func<TContext, TOut3>>, Expression<Func<TContext, TOut4>>)
ObjectExtensions.AddTo<TItem, TCollection>(TItem, ISourceList<TCollection>)
ObjectExtensions.AddTo<TItem, TCollection>(TItem, ICollection<TCollection>)
ObjectExtensions.CloneJson<T>(T)
ObjectExtensions.CopyPropertiesTo<TSource, TTarget>(TSource, TTarget)
ObjectExtensions.DumpToTextRaw<T>(T)
ObjectExtensions.DumpToText<T>(T)
ObjectExtensions.Dump<T>(T)
ObjectExtensions.EvalOrDefault<T, TValue>(T, Func<T, TValue>, TValue)
ObjectExtensions.Eval<T, TValue>(T, Func<T, TValue>)
ObjectExtensions.GetPropertyAccessor<TSource, TValue>(TSource, Expression<Func<TSource, TValue>>)
ObjectExtensions.InsertTo<TItem, TCollection>(TItem, IList<TCollection>, int)
ObjectExtensions.ToJson<T>(T)
ObjectExtensions.ToStringSafe<T>(T)
ObjectExtensions.TransferPropertiesTo<TSource, TTarget>(TSource, TTarget, params string[])
XDocumentExtensions.AddTo<T>(T, XContainer)
ObjectExtensions.GetPropertyAccessor<TValue>(object, string)
ObjectReflectionExtensions.GetPropertyTypeOrDefault(object, string)
ObjectReflectionExtensions.GetPropertyValue<T>(object, string)
ObjectReflectionExtensions.SetPropertyValue<T>(object, string, T)