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Yolo-R

Object Detection
PyTorch
bu_auto
real_time
android
Model card Files
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v0.44.0

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See https://github.com/quic/ai-hub-models/releases/v0.44.0 for changelog.

Files changed (2) hide show
  1. LICENSE +0 -1
  2. README.md +31 -31
LICENSE CHANGED
@@ -1,2 +1 @@
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  The license of the original trained model can be found at https://github.com/WongKinYiu/yolor/blob/main/LICENSE.
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- The license for the deployable model files (.tflite, .onnx, .dlc, .bin, etc.) can be found at https://github.com/WongKinYiu/yolor/blob/main/LICENSE.
 
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  The license of the original trained model can be found at https://github.com/WongKinYiu/yolor/blob/main/LICENSE.
 
README.md CHANGED
@@ -2,6 +2,7 @@
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  library_name: pytorch
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  license: other
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  tags:
 
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  - real_time
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  - android
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  pipeline_tag: object-detection
@@ -36,36 +37,36 @@ More details on model performance across various devices, can be found
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | Yolo-R | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 129.679 ms | 0 - 109 MB | NPU | -- |
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- | Yolo-R | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 96.176 ms | 4 - 165 MB | NPU | -- |
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- | Yolo-R | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 77.424 ms | 0 - 141 MB | NPU | -- |
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- | Yolo-R | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 58.444 ms | 5 - 116 MB | NPU | -- |
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- | Yolo-R | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 47.158 ms | 0 - 27 MB | NPU | -- |
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- | Yolo-R | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 27.084 ms | 5 - 45 MB | NPU | -- |
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- | Yolo-R | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 46.573 ms | 0 - 171 MB | NPU | -- |
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- | Yolo-R | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 54.495 ms | 1 - 109 MB | NPU | -- |
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- | Yolo-R | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 32.618 ms | 3 - 168 MB | NPU | -- |
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- | Yolo-R | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 129.679 ms | 0 - 109 MB | NPU | -- |
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- | Yolo-R | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 96.176 ms | 4 - 165 MB | NPU | -- |
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- | Yolo-R | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 48.673 ms | 0 - 32 MB | NPU | -- |
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- | Yolo-R | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 27.325 ms | 4 - 48 MB | NPU | -- |
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- | Yolo-R | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 85.322 ms | 1 - 89 MB | NPU | -- |
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- | Yolo-R | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 40.305 ms | 5 - 117 MB | NPU | -- |
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- | Yolo-R | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 48.864 ms | 1 - 24 MB | NPU | -- |
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- | Yolo-R | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 27.385 ms | 5 - 48 MB | NPU | -- |
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- | Yolo-R | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 54.495 ms | 1 - 109 MB | NPU | -- |
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- | Yolo-R | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 32.618 ms | 3 - 168 MB | NPU | -- |
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- | Yolo-R | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 35.582 ms | 0 - 162 MB | NPU | -- |
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- | Yolo-R | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 20.63 ms | 5 - 219 MB | NPU | -- |
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- | Yolo-R | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 36.224 ms | 7 - 269 MB | NPU | -- |
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- | Yolo-R | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 32.197 ms | 1 - 112 MB | NPU | -- |
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- | Yolo-R | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 16.138 ms | 5 - 151 MB | NPU | -- |
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- | Yolo-R | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 24.839 ms | 2 - 133 MB | NPU | -- |
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- | Yolo-R | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 27.294 ms | 1 - 112 MB | NPU | -- |
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- | Yolo-R | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 12.526 ms | 5 - 194 MB | NPU | -- |
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- | Yolo-R | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 23.82 ms | 5 - 194 MB | NPU | -- |
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- | Yolo-R | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 26.911 ms | 100 - 100 MB | NPU | -- |
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- | Yolo-R | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 45.6 ms | 75 - 75 MB | NPU | -- |
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@@ -241,7 +242,6 @@ Explore all available models on [Qualcomm® AI Hub](https://aihub.qualcomm.com/)
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  ## License
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  * The license for the original implementation of Yolo-R can be found
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  [here](https://github.com/WongKinYiu/yolor/blob/main/LICENSE).
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- * The license for the compiled assets for on-device deployment can be found [here](https://github.com/WongKinYiu/yolor/blob/main/LICENSE)
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  library_name: pytorch
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  license: other
4
  tags:
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+ - bu_auto
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  - real_time
7
  - android
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  pipeline_tag: object-detection
 
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | Yolo-R | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 141.943 ms | 1 - 270 MB | NPU | -- |
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+ | Yolo-R | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 97.466 ms | 4 - 319 MB | NPU | -- |
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+ | Yolo-R | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 100.68 ms | 0 - 415 MB | NPU | -- |
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+ | Yolo-R | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 56.342 ms | 5 - 492 MB | NPU | -- |
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+ | Yolo-R | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 60.239 ms | 1 - 3 MB | NPU | -- |
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+ | Yolo-R | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 26.47 ms | 5 - 8 MB | NPU | -- |
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+ | Yolo-R | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 45.583 ms | 0 - 79 MB | NPU | -- |
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+ | Yolo-R | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 66.04 ms | 1 - 282 MB | NPU | -- |
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+ | Yolo-R | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 32.057 ms | 1 - 306 MB | NPU | -- |
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+ | Yolo-R | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 141.943 ms | 1 - 270 MB | NPU | -- |
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+ | Yolo-R | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 97.466 ms | 4 - 319 MB | NPU | -- |
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+ | Yolo-R | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 58.825 ms | 0 - 3 MB | NPU | -- |
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+ | Yolo-R | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 27.008 ms | 5 - 7 MB | NPU | -- |
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+ | Yolo-R | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 79.379 ms | 1 - 312 MB | NPU | -- |
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+ | Yolo-R | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 39.269 ms | 2 - 289 MB | NPU | -- |
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+ | Yolo-R | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 60.073 ms | 1 - 4 MB | NPU | -- |
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+ | Yolo-R | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 26.965 ms | 5 - 7 MB | NPU | -- |
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+ | Yolo-R | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 66.04 ms | 1 - 282 MB | NPU | -- |
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+ | Yolo-R | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 32.057 ms | 1 - 306 MB | NPU | -- |
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+ | Yolo-R | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 43.531 ms | 1 - 384 MB | NPU | -- |
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+ | Yolo-R | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 20.09 ms | 5 - 438 MB | NPU | -- |
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+ | Yolo-R | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 35.175 ms | 6 - 444 MB | NPU | -- |
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+ | Yolo-R | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 47.26 ms | 12 - 213 MB | GPU | -- |
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+ | Yolo-R | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 16.061 ms | 5 - 284 MB | NPU | -- |
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+ | Yolo-R | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 23.96 ms | 1 - 239 MB | NPU | -- |
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+ | Yolo-R | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 26.201 ms | 1 - 300 MB | NPU | -- |
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+ | Yolo-R | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 12.484 ms | 5 - 342 MB | NPU | -- |
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+ | Yolo-R | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 23.392 ms | 6 - 317 MB | NPU | -- |
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+ | Yolo-R | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 27.098 ms | 5 - 5 MB | NPU | -- |
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+ | Yolo-R | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 45.486 ms | 75 - 75 MB | NPU | -- |
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  ## License
243
  * The license for the original implementation of Yolo-R can be found
244
  [here](https://github.com/WongKinYiu/yolor/blob/main/LICENSE).
 
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