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Yolo-R

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v0.50.2

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See https://github.com/qualcomm/ai-hub-models/releases/v0.50.2 for changelog.

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  1. README.md +42 -54
README.md CHANGED
@@ -43,60 +43,48 @@ See our repository for [Yolo-R on GitHub](https://github.com/qualcomm/ai-hub-mod
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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  |---|---|---|---|---|---|---
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- | Yolo-R | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 26.596 ms | 6 - 318 MB | NPU
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- | Yolo-R | ONNX | float | Snapdragon® X2 Elite | 26.422 ms | 75 - 75 MB | NPU
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- | Yolo-R | ONNX | float | Snapdragon® X Elite | 58.203 ms | 74 - 74 MB | NPU
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- | Yolo-R | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 41.88 ms | 6 - 355 MB | NPU
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- | Yolo-R | ONNX | float | Qualcomm® QCS8550 (Proxy) | 56.589 ms | 0 - 78 MB | NPU
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- | Yolo-R | ONNX | float | Qualcomm® QCS9075 | 52.802 ms | 5 - 12 MB | NPU
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- | Yolo-R | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 37.084 ms | 2 - 224 MB | NPU
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- | Yolo-R | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 17.989 ms | 3 - 429 MB | NPU
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- | Yolo-R | ONNX | w8a16 | Snapdragon® X2 Elite | 18.352 ms | 41 - 41 MB | NPU
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- | Yolo-R | ONNX | w8a16 | Snapdragon® X Elite | 30.487 ms | 40 - 40 MB | NPU
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- | Yolo-R | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 20.937 ms | 0 - 493 MB | NPU
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- | Yolo-R | ONNX | w8a16 | Qualcomm® QCS6490 | 2273.766 ms | 128 - 134 MB | CPU
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- | Yolo-R | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 29.392 ms | 0 - 50 MB | NPU
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- | Yolo-R | ONNX | w8a16 | Qualcomm® QCS9075 | 29.42 ms | 1 - 6 MB | NPU
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- | Yolo-R | ONNX | w8a16 | Qualcomm® QCM6690 | 1174.879 ms | 46 - 59 MB | CPU
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- | Yolo-R | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 17.09 ms | 1 - 355 MB | NPU
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- | Yolo-R | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1117.064 ms | 123 - 136 MB | CPU
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- | Yolo-R | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 14.061 ms | 5 - 297 MB | NPU
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- | Yolo-R | QNN_DLC | float | Snapdragon® X2 Elite | 15.354 ms | 5 - 5 MB | NPU
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- | Yolo-R | QNN_DLC | float | Snapdragon® X Elite | 29.35 ms | 5 - 5 MB | NPU
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- | Yolo-R | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 22.723 ms | 5 - 324 MB | NPU
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- | Yolo-R | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 100.21 ms | 1 - 253 MB | NPU
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- | Yolo-R | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 29.639 ms | 5 - 7 MB | NPU
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- | Yolo-R | QNN_DLC | float | Qualcomm® SA8775P | 36.096 ms | 1 - 259 MB | NPU
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- | Yolo-R | QNN_DLC | float | Qualcomm® QCS9075 | 37.41 ms | 5 - 11 MB | NPU
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- | Yolo-R | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 49.716 ms | 4 - 376 MB | NPU
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- | Yolo-R | QNN_DLC | float | Qualcomm® SA7255P | 100.21 ms | 1 - 253 MB | NPU
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- | Yolo-R | QNN_DLC | float | Qualcomm® SA8295P | 44.036 ms | 0 - 306 MB | NPU
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- | Yolo-R | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 18.644 ms | 0 - 230 MB | NPU
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- | Yolo-R | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 7.303 ms | 2 - 303 MB | NPU
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- | Yolo-R | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 8.38 ms | 2 - 2 MB | NPU
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- | Yolo-R | QNN_DLC | w8a16 | Snapdragon® X Elite | 18.975 ms | 2 - 2 MB | NPU
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- | Yolo-R | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 12.442 ms | 2 - 367 MB | NPU
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- | Yolo-R | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 77.67 ms | 1 - 5 MB | NPU
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- | Yolo-R | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 37.386 ms | 1 - 289 MB | NPU
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- | Yolo-R | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 18.338 ms | 2 - 5 MB | NPU
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- | Yolo-R | QNN_DLC | w8a16 | Qualcomm® SA8775P | 18.348 ms | 0 - 289 MB | NPU
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- | Yolo-R | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 20.527 ms | 0 - 4 MB | NPU
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- | Yolo-R | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 237.504 ms | 2 - 400 MB | NPU
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- | Yolo-R | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 24.359 ms | 2 - 369 MB | NPU
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- | Yolo-R | QNN_DLC | w8a16 | Qualcomm® SA7255P | 37.386 ms | 1 - 289 MB | NPU
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- | Yolo-R | QNN_DLC | w8a16 | Qualcomm® SA8295P | 23.585 ms | 2 - 293 MB | NPU
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- | Yolo-R | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 9.82 ms | 2 - 301 MB | NPU
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- | Yolo-R | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 26.793 ms | 2 - 312 MB | NPU
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- | Yolo-R | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 26.339 ms | 1 - 343 MB | NPU
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- | Yolo-R | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 38.872 ms | 34 - 478 MB | NPU
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- | Yolo-R | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 137.805 ms | 1 - 328 MB | NPU
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- | Yolo-R | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 59.03 ms | 0 - 3 MB | NPU
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- | Yolo-R | TFLITE | float | Qualcomm® SA8775P | 66.376 ms | 0 - 308 MB | NPU
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- | Yolo-R | TFLITE | float | Qualcomm® QCS9075 | 50.721 ms | 0 - 86 MB | NPU
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- | Yolo-R | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 89.294 ms | 0 - 467 MB | NPU
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- | Yolo-R | TFLITE | float | Qualcomm® SA7255P | 137.805 ms | 1 - 328 MB | NPU
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- | Yolo-R | TFLITE | float | Qualcomm® SA8295P | 76.681 ms | 1 - 355 MB | NPU
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- | Yolo-R | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 32.082 ms | 1 - 287 MB | NPU
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101
  ## License
102
  * The license for the original implementation of Yolo-R can be found
 
43
  ## Performance Summary
44
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
45
  |---|---|---|---|---|---|---
46
+ | Yolo-R | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 26.831 ms | 6 - 317 MB | NPU
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+ | Yolo-R | ONNX | float | Snapdragon® X2 Elite | 26.317 ms | 75 - 75 MB | NPU
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+ | Yolo-R | ONNX | float | Snapdragon® X Elite | 58.027 ms | 74 - 74 MB | NPU
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+ | Yolo-R | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 42.086 ms | 3 - 350 MB | NPU
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+ | Yolo-R | ONNX | float | Qualcomm® QCS8550 (Proxy) | 55.271 ms | 0 - 79 MB | NPU
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+ | Yolo-R | ONNX | float | Qualcomm® QCS9075 | 52.914 ms | 5 - 12 MB | NPU
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+ | Yolo-R | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 37.053 ms | 3 - 225 MB | NPU
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+ | Yolo-R | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 18.077 ms | 3 - 437 MB | NPU
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+ | Yolo-R | ONNX | w8a16 | Snapdragon® X2 Elite | 18.366 ms | 41 - 41 MB | NPU
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+ | Yolo-R | ONNX | w8a16 | Snapdragon® X Elite | 30.452 ms | 40 - 40 MB | NPU
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+ | Yolo-R | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 21.1 ms | 0 - 484 MB | NPU
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+ | Yolo-R | ONNX | w8a16 | Qualcomm® QCS6490 | 2312.799 ms | 127 - 140 MB | CPU
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+ | Yolo-R | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 29.569 ms | 0 - 50 MB | NPU
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+ | Yolo-R | ONNX | w8a16 | Qualcomm® QCS9075 | 29.381 ms | 1 - 6 MB | NPU
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+ | Yolo-R | ONNX | w8a16 | Qualcomm® QCM6690 | 1175.834 ms | 131 - 148 MB | CPU
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+ | Yolo-R | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 17.133 ms | 1 - 372 MB | NPU
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+ | Yolo-R | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1121.546 ms | 132 - 144 MB | CPU
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+ | Yolo-R | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 14.056 ms | 5 - 296 MB | NPU
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+ | Yolo-R | QNN_DLC | float | Snapdragon® X2 Elite | 15.16 ms | 5 - 5 MB | NPU
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+ | Yolo-R | QNN_DLC | float | Snapdragon® X Elite | 29.373 ms | 5 - 5 MB | NPU
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+ | Yolo-R | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 22.716 ms | 5 - 324 MB | NPU
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+ | Yolo-R | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 100.159 ms | 0 - 252 MB | NPU
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+ | Yolo-R | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 29.704 ms | 5 - 7 MB | NPU
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+ | Yolo-R | QNN_DLC | float | Qualcomm® SA8775P | 36.154 ms | 1 - 260 MB | NPU
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+ | Yolo-R | QNN_DLC | float | Qualcomm® QCS9075 | 37.31 ms | 5 - 11 MB | NPU
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+ | Yolo-R | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 49.96 ms | 5 - 377 MB | NPU
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+ | Yolo-R | QNN_DLC | float | Qualcomm® SA7255P | 100.159 ms | 0 - 252 MB | NPU
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+ | Yolo-R | QNN_DLC | float | Qualcomm® SA8295P | 44.027 ms | 0 - 306 MB | NPU
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+ | Yolo-R | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 18.433 ms | 0 - 229 MB | NPU
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+ | Yolo-R | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 7.29 ms | 2 - 303 MB | NPU
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+ | Yolo-R | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 8.333 ms | 2 - 2 MB | NPU
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+ | Yolo-R | QNN_DLC | w8a16 | Snapdragon® X Elite | 18.972 ms | 2 - 2 MB | NPU
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+ | Yolo-R | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 12.307 ms | 0 - 368 MB | NPU
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+ | Yolo-R | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 77.531 ms | 1 - 5 MB | NPU
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+ | Yolo-R | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 18.378 ms | 2 - 4 MB | NPU
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+ | Yolo-R | QNN_DLC | w8a16 | Qualcomm® SA8775P | 18.336 ms | 0 - 289 MB | NPU
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+ | Yolo-R | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 20.48 ms | 0 - 5 MB | NPU
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+ | Yolo-R | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 234.681 ms | 2 - 400 MB | NPU
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+ | Yolo-R | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 24.66 ms | 2 - 369 MB | NPU
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+ | Yolo-R | QNN_DLC | w8a16 | Qualcomm® SA8295P | 23.548 ms | 0 - 291 MB | NPU
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+ | Yolo-R | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 9.839 ms | 2 - 301 MB | NPU
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+ | Yolo-R | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 26.209 ms | 2 - 312 MB | NPU
 
 
 
 
 
 
 
 
 
 
 
 
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  ## License
90
  * The license for the original implementation of Yolo-R can be found