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Yolo-R

Object Detection
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v0.47.0

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See https://github.com/quic/ai-hub-models/releases/v0.47.0 for changelog.

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  1. README.md +39 -36
README.md CHANGED
@@ -43,42 +43,45 @@ See our repository for [Yolo-R on GitHub](https://github.com/quic/ai-hub-models/
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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® X Elite | 59.708 ms | 75 - 75 MB | NPU
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- | Yolo-R | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 46.21 ms | 2 - 291 MB | NPU
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- | Yolo-R | ONNX | float | Qualcomm® QCS8550 (Proxy) | 63.877 ms | 5 - 8 MB | NPU
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- | Yolo-R | ONNX | float | Qualcomm® QCS9075 | 81.653 ms | 5 - 12 MB | NPU
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- | Yolo-R | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 32.462 ms | 1 - 173 MB | NPU
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- | Yolo-R | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 30.32 ms | 0 - 245 MB | NPU
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- | Yolo-R | ONNX | w8a16 | Snapdragon® X Elite | 31.604 ms | 41 - 41 MB | NPU
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- | Yolo-R | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 22.018 ms | 1 - 397 MB | NPU
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- | Yolo-R | ONNX | w8a16 | Qualcomm® QCS6490 | 2301.178 ms | 124 - 142 MB | CPU
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- | Yolo-R | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 37.456 ms | 0 - 424 MB | NPU
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- | Yolo-R | ONNX | w8a16 | Qualcomm® QCS9075 | 32.023 ms | 1 - 6 MB | NPU
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- | Yolo-R | ONNX | w8a16 | Qualcomm® QCM6690 | 1155.802 ms | 36 - 48 MB | CPU
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- | Yolo-R | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 17.63 ms | 1 - 292 MB | NPU
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- | Yolo-R | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1089.713 ms | 124 - 137 MB | CPU
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- | Yolo-R | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 18.688 ms | 0 - 368 MB | NPU
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- | Yolo-R | QNN_DLC | float | Snapdragon® X Elite | 29.858 ms | 5 - 5 MB | NPU
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- | Yolo-R | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 22.895 ms | 5 - 344 MB | NPU
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- | Yolo-R | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 100.474 ms | 1 - 273 MB | NPU
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- | Yolo-R | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 30.237 ms | 5 - 7 MB | NPU
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- | Yolo-R | QNN_DLC | float | Qualcomm® SA8775P | 35.561 ms | 1 - 276 MB | NPU
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- | Yolo-R | QNN_DLC | float | Qualcomm® QCS9075 | 37.297 ms | 5 - 11 MB | NPU
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- | Yolo-R | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 49.525 ms | 4 - 379 MB | NPU
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- | Yolo-R | QNN_DLC | float | Qualcomm® SA7255P | 100.474 ms | 1 - 273 MB | NPU
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- | Yolo-R | QNN_DLC | float | Qualcomm® SA8295P | 43.831 ms | 0 - 321 MB | NPU
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- | Yolo-R | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 18.211 ms | 5 - 237 MB | NPU
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- | Yolo-R | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 14.214 ms | 5 - 313 MB | NPU
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- | Yolo-R | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 38.894 ms | 0 - 449 MB | NPU
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- | Yolo-R | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 135.572 ms | 1 - 323 MB | NPU
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- | Yolo-R | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 58.257 ms | 1 - 3 MB | NPU
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- | Yolo-R | TFLITE | float | Qualcomm® SA8775P | 61.1 ms | 1 - 338 MB | NPU
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- | Yolo-R | TFLITE | float | Qualcomm® QCS9075 | 50.135 ms | 1 - 86 MB | NPU
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- | Yolo-R | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 87.963 ms | 1 - 470 MB | NPU
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- | Yolo-R | TFLITE | float | Qualcomm® SA7255P | 135.572 ms | 1 - 323 MB | NPU
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- | Yolo-R | TFLITE | float | Qualcomm® SA8295P | 73.377 ms | 1 - 356 MB | NPU
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- | Yolo-R | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 31.364 ms | 0 - 281 MB | NPU
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- | Yolo-R | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 25.844 ms | 1 - 344 MB | NPU
 
 
 
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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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  ## Performance Summary
44
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
45
  |---|---|---|---|---|---|---
46
+ | Yolo-R | ONNX | float | Snapdragon® X Elite | 58.077 ms | 74 - 74 MB | NPU
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+ | Yolo-R | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 41.792 ms | 6 - 352 MB | NPU
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+ | Yolo-R | ONNX | float | Qualcomm® QCS8550 (Proxy) | 56.438 ms | 0 - 79 MB | NPU
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+ | Yolo-R | ONNX | float | Qualcomm® QCS9075 | 52.883 ms | 5 - 12 MB | NPU
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+ | Yolo-R | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 37.174 ms | 3 - 234 MB | NPU
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+ | Yolo-R | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 26.905 ms | 6 - 318 MB | NPU
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+ | Yolo-R | ONNX | float | Snapdragon® X2 Elite | 26.205 ms | 75 - 75 MB | NPU
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+ | Yolo-R | ONNX | w8a16 | Snapdragon® X Elite | 30.372 ms | 40 - 40 MB | NPU
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+ | Yolo-R | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 20.883 ms | 2 - 498 MB | NPU
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+ | Yolo-R | ONNX | w8a16 | Qualcomm® QCS6490 | 2267.909 ms | 127 - 136 MB | CPU
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+ | Yolo-R | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 29.364 ms | 0 - 49 MB | NPU
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+ | Yolo-R | ONNX | w8a16 | Qualcomm® QCS9075 | 30.707 ms | 1 - 6 MB | NPU
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+ | Yolo-R | ONNX | w8a16 | Qualcomm® QCM6690 | 1177.508 ms | 80 - 93 MB | CPU
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+ | Yolo-R | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 17.123 ms | 1 - 354 MB | NPU
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+ | Yolo-R | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1121.096 ms | 125 - 138 MB | CPU
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+ | Yolo-R | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 17.966 ms | 3 - 428 MB | NPU
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+ | Yolo-R | ONNX | w8a16 | Snapdragon® X2 Elite | 18.3 ms | 41 - 41 MB | NPU
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+ | Yolo-R | QNN_DLC | float | Snapdragon® X Elite | 29.418 ms | 5 - 5 MB | NPU
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+ | Yolo-R | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 22.571 ms | 2 - 322 MB | NPU
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+ | Yolo-R | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 100.259 ms | 1 - 253 MB | NPU
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+ | Yolo-R | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 29.695 ms | 5 - 40 MB | NPU
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+ | Yolo-R | QNN_DLC | float | Qualcomm® SA8775P | 36.081 ms | 1 - 259 MB | NPU
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+ | Yolo-R | QNN_DLC | float | Qualcomm® QCS9075 | 37.318 ms | 5 - 11 MB | NPU
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+ | Yolo-R | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 50.214 ms | 4 - 377 MB | NPU
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+ | Yolo-R | QNN_DLC | float | Qualcomm® SA7255P | 100.259 ms | 1 - 253 MB | NPU
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+ | Yolo-R | QNN_DLC | float | Qualcomm® SA8295P | 44.061 ms | 0 - 307 MB | NPU
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+ | Yolo-R | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 18.489 ms | 0 - 232 MB | NPU
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+ | Yolo-R | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 14.036 ms | 3 - 294 MB | NPU
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+ | Yolo-R | QNN_DLC | float | Snapdragon® X2 Elite | 15.22 ms | 5 - 5 MB | NPU
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+ | Yolo-R | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 39.226 ms | 0 - 442 MB | NPU
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+ | Yolo-R | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 137.603 ms | 1 - 328 MB | NPU
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+ | Yolo-R | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 59.157 ms | 1 - 3 MB | NPU
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+ | Yolo-R | TFLITE | float | Qualcomm® SA8775P | 66.396 ms | 1 - 310 MB | NPU
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+ | Yolo-R | TFLITE | float | Qualcomm® QCS9075 | 50.958 ms | 1 - 86 MB | NPU
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+ | Yolo-R | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 88.808 ms | 0 - 468 MB | NPU
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+ | Yolo-R | TFLITE | float | Qualcomm® SA7255P | 137.603 ms | 1 - 328 MB | NPU
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+ | Yolo-R | TFLITE | float | Qualcomm® SA8295P | 76.893 ms | 1 - 355 MB | NPU
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+ | Yolo-R | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 31.724 ms | 1 - 288 MB | NPU
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+ | Yolo-R | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 26.427 ms | 1 - 342 MB | NPU
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  ## License
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  * The license for the original implementation of Yolo-R can be found