Update README

Author: saddam213

OnnxStack.FeatureExtractor/README.md

@@ -1,52 +1,72 @@
 # OnnxStack.FeatureExtractor
 
-## Canny
-https://huggingface.co/axodoxian/controlnet_onnx/resolve/main/annotators/canny.onnx
+### Canny
+* https://huggingface.co/axodoxian/controlnet_onnx/resolve/main/annotators/canny.onnx
 
-## Hed
-https://huggingface.co/axodoxian/controlnet_onnx/resolve/main/annotators/hed.onnx
+### Hed
+* https://huggingface.co/axodoxian/controlnet_onnx/resolve/main/annotators/hed.onnx
 
-## Depth
-https://huggingface.co/axodoxian/controlnet_onnx/resolve/main/annotators/depth.onnx
-https://huggingface.co/Xenova/depth-anything-large-hf/onnx/model.onnx
-https://huggingface.co/julienkay/sentis-MiDaS
+### Depth
+* https://huggingface.co/axodoxian/controlnet_onnx/resolve/main/annotators/depth.onnx
+* https://huggingface.co/Xenova/depth-anything-large-hf/onnx/model.onnx
+* https://huggingface.co/julienkay/sentis-MiDaS
 
-## OpenPose (TODO)
-https://huggingface.co/axodoxian/controlnet_onnx/resolve/main/annotators/openpose.onnx
+### OpenPose (TODO)
+* https://huggingface.co/axodoxian/controlnet_onnx/resolve/main/annotators/openpose.onnx
 
 # Image Example
 ```csharp
-
 // Load Input Image
 var inputImage = await OnnxImage.FromFileAsync("Input.png");
 
 // Load Pipeline
 var pipeline = FeatureExtractorPipeline.CreatePipeline("canny.onnx");
 
 // Run Pipeline
-var imageFeature = await pipeline.RunAsync(inputImage);
+var result = await pipeline.RunAsync(inputImage);
 
 // Save Image
-await imageFeature.Image.SaveAsync("Result.png");
+await result.SaveAsync("Result.png");
 
 //Unload
 await pipeline.UnloadAsync();
  ```
 
  # Video Example
 ```csharp
-
-// Load Input Video
-var inputVideo = await OnnxVideo.FromFileAsync("Input.mp4");
+// Load Input Image
+var inputImage = await OnnxVideo.FromFileAsync("Input.mp4");
 
 // Load Pipeline
 var pipeline = FeatureExtractorPipeline.CreatePipeline("canny.onnx");
 
 // Run Pipeline
-var videoFeature = await pipeline.RunAsync(inputVideo);
+var result = await pipeline.RunAsync(inputImage);
+
+// Save Image
+await result.SaveAsync("Result.mp4");
+
+//Unload
+await pipeline.UnloadAsync();
+ ```
+
+  # Video Stream Example
+```csharp
+// Read Video Info
+var videoFile = "Input.mp4";
+var videoInfo = await VideoHelper.ReadVideoInfoAsync(videoFile);
+
+// Create Video Stream
+var videoStream = VideoHelper.ReadVideoStreamAsync(videoFile, videoInfo.FrameRate);
+
+// Create pipeline
+var pipeline = FeatureExtractorPipeline.CreatePipeline("canny.onnx");
+
+// Create Pipeline Stream
+var pipelineStream = pipeline.RunAsync(videoStream);
 
-// Save Video
-await videoFeature.SaveAsync("Result.mp4");
+// Write Video Stream
+await VideoHelper.WriteVideoStreamAsync(videoInfo, pipelineStream, "Result.mp4");
 
 //Unload
 await pipeline.UnloadAsync();

OnnxStack.ImageUpscaler/README.md

@@ -1,29 +1,68 @@
 # OnnxStack.ImageUpscaler
 
 ## Upscale Models
-https://huggingface.co/wuminghao/swinir
-https://huggingface.co/rocca/swin-ir-onnx
-https://huggingface.co/Xenova/swin2SR-classical-sr-x2-64
-https://huggingface.co/Xenova/swin2SR-classical-sr-x4-64
+Below is a small list of known/tested upscale models
+* https://huggingface.co/wuminghao/swinir
+* https://huggingface.co/rocca/swin-ir-onnx
+* https://huggingface.co/Xenova/swin2SR-classical-sr-x2-64
+* https://huggingface.co/Xenova/swin2SR-classical-sr-x4-64
 
 
-# Basic Example
+# Image Example
 ```csharp
 // Load Input Image
 var inputImage = await OnnxImage.FromFileAsync("Input.png");
 
 // Create Pipeline
-var pipeline = ImageUpscalePipeline.CreatePipeline("003_realSR_BSRGAN_DFO_s64w8_SwinIR-M_x4_GAN.onnx", scaleFactor: 4);
+var pipeline = ImageUpscalePipeline.CreatePipeline("SwinIR-M_x4_GAN.onnx", scaleFactor: 4);
 
 // Run pipeline
 var result = await pipeline.RunAsync(inputImage);
 
-// Create Image from Tensor result
-var image = new OnnxImage(result, ImageNormalizeType.ZeroToOne);
-
 // Save Image File
-await image.SaveAsync("Upscaled.png");
+await result.SaveAsync("Result.png");
+
+// Unload
+await pipeline.UnloadAsync();
+```
+
+
+# Video Example
+```csharp
+// Load Input Video
+var inputVideo = await OnnxVideo.FromFileAsync("Input.mp4");
+
+// Create Pipeline
+var pipeline = ImageUpscalePipeline.CreatePipeline("SwinIR-M_x4_GAN.onnx", scaleFactor: 4);
+
+// Run pipeline
+var result = await pipeline.RunAsync(inputVideo);
+
+// Save Video File
+await result.SaveAsync("Result.mp4");
 
 // Unload
 await pipeline.UnloadAsync();
+```
+
+# Video Stream Example
+```csharp
+// Read Video Info
+var videoFile = "Input.mp4";
+var videoInfo = await VideoHelper.ReadVideoInfoAsync(videoFile);
+
+// Create Video Stream
+var videoStream = VideoHelper.ReadVideoStreamAsync(videoFile, videoInfo.FrameRate);
+
+// Create pipeline
+var pipeline = ImageUpscalePipeline.CreatePipeline("SwinIR-M_x4_GAN.onnx", scaleFactor: 4);
+
+// Create Pipeline Stream
+var pipelineStream = pipeline.RunAsync(videoStream);
+
+// Write Video Stream
+await VideoHelper.WriteVideoStreamAsync(videoInfo, pipelineStream, "Result.mp4");
+
+//Unload
+await pipeline.UnloadAsync();
 ```