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MediaPipe-Hand-Detection

Object Detection
PyTorch
TF Lite
ONNX
real_time
android
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@@ -36,32 +36,34 @@ More details on model performance across various devices, can be found
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | MediaPipeHandDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.709 ms | 0 - 8 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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- | MediaPipeHandDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.182 ms | 0 - 54 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.onnx) |
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- | MediaPipeHandDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.521 ms | 0 - 59 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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- | MediaPipeHandDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.853 ms | 0 - 67 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.onnx) |
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- | MediaPipeHandDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.521 ms | 0 - 28 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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- | MediaPipeHandDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.876 ms | 0 - 32 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.onnx) |
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- | MediaPipeHandDetector | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.703 ms | 0 - 4 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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- | MediaPipeHandDetector | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.705 ms | 0 - 4 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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- | MediaPipeHandDetector | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 0.704 ms | 0 - 3 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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- | MediaPipeHandDetector | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.712 ms | 0 - 3 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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- | MediaPipeHandDetector | SA8295P ADP | SA8295P | TFLITE | 1.75 ms | 0 - 22 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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- | MediaPipeHandDetector | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.29 ms | 0 - 52 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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- | MediaPipeHandDetector | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.21 ms | 4 - 4 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.onnx) |
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- | MediaPipeHandLandmarkDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.01 ms | 0 - 1 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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- | MediaPipeHandLandmarkDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.537 ms | 0 - 8 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.onnx) |
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- | MediaPipeHandLandmarkDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.75 ms | 0 - 62 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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- | MediaPipeHandLandmarkDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.15 ms | 0 - 65 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.onnx) |
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- | MediaPipeHandLandmarkDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.692 ms | 0 - 31 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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- | MediaPipeHandLandmarkDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.067 ms | 0 - 37 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.onnx) |
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- | MediaPipeHandLandmarkDetector | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.005 ms | 0 - 1 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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- | MediaPipeHandLandmarkDetector | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.007 ms | 0 - 3 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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- | MediaPipeHandLandmarkDetector | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 1.032 ms | 0 - 2 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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- | MediaPipeHandLandmarkDetector | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.061 ms | 0 - 2 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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- | MediaPipeHandLandmarkDetector | SA8295P ADP | SA8295P | TFLITE | 4.528 ms | 0 - 35 MB | FP16 | GPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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- | MediaPipeHandLandmarkDetector | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.635 ms | 0 - 55 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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- | MediaPipeHandLandmarkDetector | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.65 ms | 8 - 8 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.onnx) |
 
 
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@@ -126,7 +128,7 @@ MediaPipeHandDetector
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 0.7
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- Estimated peak memory usage (MB): [0, 8]
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  Total # Ops : 149
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  Compute Unit(s) : NPU (149 ops)
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@@ -135,7 +137,7 @@ MediaPipeHandLandmarkDetector
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 1.0
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- Estimated peak memory usage (MB): [0, 1]
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  Total # Ops : 158
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  Compute Unit(s) : NPU (158 ops)
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  ```
@@ -156,11 +158,12 @@ in memory using the `jit.trace` and then call the `submit_compile_job` API.
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  import torch
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158
  import qai_hub as hub
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- from qai_hub_models.models.mediapipe_hand import MediaPipeHandDetector,MediaPipeHandLandmarkDetector
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  # Load the model
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- hand_detector_model = MediaPipeHandDetector.from_pretrained()
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- hand_landmark_detector_model = MediaPipeHandLandmarkDetector.from_pretrained()
 
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165
  # Device
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  device = hub.Device("Samsung Galaxy S23")
 
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | MediaPipeHandDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.722 ms | 0 - 22 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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+ | MediaPipeHandDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.182 ms | 0 - 6 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.onnx) |
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+ | MediaPipeHandDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.518 ms | 0 - 19 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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+ | MediaPipeHandDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.859 ms | 0 - 70 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.onnx) |
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+ | MediaPipeHandDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.523 ms | 0 - 16 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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+ | MediaPipeHandDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.728 ms | 0 - 36 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.onnx) |
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+ | MediaPipeHandDetector | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.713 ms | 0 - 75 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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+ | MediaPipeHandDetector | SA7255P ADP | SA7255P | TFLITE | 24.782 ms | 0 - 17 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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+ | MediaPipeHandDetector | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.716 ms | 0 - 22 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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+ | MediaPipeHandDetector | SA8295P ADP | SA8295P | TFLITE | 1.754 ms | 0 - 11 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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+ | MediaPipeHandDetector | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.723 ms | 0 - 22 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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+ | MediaPipeHandDetector | SA8775P ADP | SA8775P | TFLITE | 1.526 ms | 0 - 16 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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+ | MediaPipeHandDetector | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.292 ms | 0 - 19 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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+ | MediaPipeHandDetector | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.19 ms | 4 - 4 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.onnx) |
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+ | MediaPipeHandLandmarkDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.019 ms | 0 - 36 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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+ | MediaPipeHandLandmarkDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.544 ms | 0 - 8 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.onnx) |
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+ | MediaPipeHandLandmarkDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.731 ms | 0 - 18 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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+ | MediaPipeHandLandmarkDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.135 ms | 0 - 69 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.onnx) |
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+ | MediaPipeHandLandmarkDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.698 ms | 0 - 17 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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+ | MediaPipeHandLandmarkDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.066 ms | 0 - 40 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.onnx) |
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+ | MediaPipeHandLandmarkDetector | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.001 ms | 0 - 6 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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+ | MediaPipeHandLandmarkDetector | SA7255P ADP | SA7255P | TFLITE | 35.495 ms | 0 - 16 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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+ | MediaPipeHandLandmarkDetector | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.018 ms | 0 - 47 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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+ | MediaPipeHandLandmarkDetector | SA8295P ADP | SA8295P | TFLITE | 2.271 ms | 0 - 12 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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+ | MediaPipeHandLandmarkDetector | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.023 ms | 0 - 229 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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+ | MediaPipeHandLandmarkDetector | SA8775P ADP | SA8775P | TFLITE | 2.213 ms | 0 - 17 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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+ | MediaPipeHandLandmarkDetector | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.795 ms | 0 - 16 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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+ | MediaPipeHandLandmarkDetector | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.649 ms | 6 - 6 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.onnx) |
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 0.7
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+ Estimated peak memory usage (MB): [0, 22]
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  Total # Ops : 149
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  Compute Unit(s) : NPU (149 ops)
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 1.0
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+ Estimated peak memory usage (MB): [0, 36]
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  Total # Ops : 158
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  Compute Unit(s) : NPU (158 ops)
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  ```
 
158
  import torch
159
 
160
  import qai_hub as hub
161
+ from qai_hub_models.models.mediapipe_hand import Model
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163
  # Load the model
164
+ model = Model.from_pretrained()
165
+ hand_detector_model = model.hand_detector
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+ hand_landmark_detector_model = model.hand_landmark_detector
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  # Device
169
  device = hub.Device("Samsung Galaxy S23")