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RTMDet

Object Detection
PyTorch
real_time
android
Model card Files
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v0.56.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.56.0 for changelog.

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  1. README.md +40 -31
README.md CHANGED
@@ -42,37 +42,46 @@ See our repository for [RTMDet 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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- | RTMDet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.958 ms | 5 - 188 MB | NPU
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- | RTMDet | ONNX | float | Snapdragon® X2 Elite | 8.186 ms | 207 - 207 MB | NPU
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- | RTMDet | ONNX | float | Snapdragon® X Elite | 14.058 ms | 176 - 176 MB | NPU
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- | RTMDet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 10.601 ms | 5 - 238 MB | NPU
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- | RTMDet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 13.582 ms | 5 - 97 MB | NPU
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- | RTMDet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 8.306 ms | 2 - 182 MB | NPU
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- | RTMDet | ONNX | float | Qualcomm® QCS9075 | 23.809 ms | 5 - 50 MB | NPU
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- | RTMDet | ONNX | float | Qualcomm® QCS8750 | 8.306 ms | 2 - 182 MB | NPU
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- | RTMDet | ONNX | float | Qualcomm® QCS7181 | 14.058 ms | 176 - 176 MB | NPU
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- | RTMDet | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite Gen 5 Mobile | 9.304 ms | 3 - 332 MB | NPU
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- | RTMDet | ONNX | w8a16_mixed_fp16 | Snapdragon® X2 Elite | 10.053 ms | 210 - 210 MB | NPU
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- | RTMDet | ONNX | w8a16_mixed_fp16 | Snapdragon® X Elite | 27.229 ms | 147 - 147 MB | NPU
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- | RTMDet | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Gen 3 Mobile | 19.805 ms | 3 - 387 MB | NPU
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- | RTMDet | ONNX | w8a16_mixed_fp16 | Qualcomm® QCS8550 (Proxy) | 26.656 ms | 0 - 46 MB | NPU
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- | RTMDet | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite For Galaxy Mobile | 12.533 ms | 1 - 314 MB | NPU
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- | RTMDet | ONNX | w8a16_mixed_fp16 | Qualcomm® QCS9075 | 31.374 ms | 2 - 47 MB | NPU
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- | RTMDet | ONNX | w8a16_mixed_fp16 | Qualcomm® QCS8750 | 12.533 ms | 1 - 314 MB | NPU
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- | RTMDet | ONNX | w8a16_mixed_fp16 | Qualcomm® QCS7181 | 27.229 ms | 147 - 147 MB | NPU
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- | RTMDet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.671 ms | 0 - 204 MB | NPU
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- | RTMDet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 11.709 ms | 0 - 274 MB | NPU
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- | RTMDet | TFLITE | float | Qualcomm® QCS8275 | 83.851 ms | 1 - 203 MB | NPU
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- | RTMDet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 15.332 ms | 0 - 3 MB | NPU
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- | RTMDet | TFLITE | float | Qualcomm® SA8775P | 22.856 ms | 0 - 203 MB | NPU
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- | RTMDet | TFLITE | float | Qualcomm® SA8650P | 22.856 ms | 0 - 203 MB | NPU
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- | RTMDet | TFLITE | float | Qualcomm® SA8255P | 22.856 ms | 0 - 203 MB | NPU
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- | RTMDet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 37.483 ms | 0 - 339 MB | NPU
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- | RTMDet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 9.142 ms | 0 - 207 MB | NPU
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- | RTMDet | TFLITE | float | Qualcomm® QCS9075 | 24.38 ms | 0 - 61 MB | NPU
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- | RTMDet | TFLITE | float | Qualcomm® SA7255P | 83.851 ms | 1 - 203 MB | NPU
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- | RTMDet | TFLITE | float | Qualcomm® SA8295P | 29.817 ms | 0 - 265 MB | NPU
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- | RTMDet | TFLITE | float | Qualcomm® QCS8750 | 9.142 ms | 0 - 207 MB | NPU
 
 
 
 
 
 
 
 
 
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  ## License
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  * The license for the original implementation of RTMDet can be found
 
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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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+ | RTMDet | ONNX | float | Snapdragon® X2 Elite | 7.996 ms | 208 - 208 MB | NPU
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+ | RTMDet | ONNX | float | Snapdragon® X Elite | 14.426 ms | 177 - 177 MB | NPU
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+ | RTMDet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 10.673 ms | 5 - 220 MB | NPU
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+ | RTMDet | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 35.616 ms | 5 - 282 MB | NPU
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+ | RTMDet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 13.933 ms | 0 - 58 MB | NPU
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+ | RTMDet | ONNX | float | Qualcomm® QCS8450 | 35.616 ms | 5 - 282 MB | NPU
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+ | RTMDet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.847 ms | 3 - 182 MB | NPU
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+ | RTMDet | ONNX | float | Qualcomm® QCS9075 | 23.452 ms | 5 - 50 MB | NPU
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+ | RTMDet | ONNX | float | Snapdragon® 8 Elite Mobile | 8.806 ms | 3 - 185 MB | NPU
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+ | RTMDet | ONNX | float | Qualcomm® QCS8750 | 8.806 ms | 3 - 185 MB | NPU
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+ | RTMDet | ONNX | float | Qualcomm® QCS7181 | 14.426 ms | 177 - 177 MB | NPU
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+ | RTMDet | ONNX | w8a16 | Snapdragon® X2 Elite | 5.022 ms | 210 - 210 MB | NPU
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+ | RTMDet | ONNX | w8a16 | Snapdragon® X Elite | 12.043 ms | 147 - 147 MB | NPU
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+ | RTMDet | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 7.514 ms | 3 - 331 MB | NPU
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+ | RTMDet | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 16.991 ms | 3 - 333 MB | NPU
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+ | RTMDet | ONNX | w8a16 | Qualcomm® QCS6490 | 42.171 ms | 2 - 48 MB | NPU
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+ | RTMDet | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 11.495 ms | 2 - 6 MB | NPU
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+ | RTMDet | ONNX | w8a16 | Qualcomm® QCS8450 | 16.991 ms | 3 - 333 MB | NPU
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+ | RTMDet | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 4.223 ms | 1 - 299 MB | NPU
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+ | RTMDet | ONNX | w8a16 | Qualcomm® QCM6690 | 162.895 ms | 3 - 322 MB | NPU
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+ | RTMDet | ONNX | w8a16 | Qualcomm® QCS9075 | 14.297 ms | 2 - 48 MB | NPU
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+ | RTMDet | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 5.541 ms | 1 - 292 MB | NPU
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+ | RTMDet | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 20.349 ms | 3 - 298 MB | NPU
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+ | RTMDet | ONNX | w8a16 | Qualcomm® QCS7790 | 20.349 ms | 3 - 298 MB | NPU
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+ | RTMDet | ONNX | w8a16 | Qualcomm® QCS8750 | 5.541 ms | 1 - 292 MB | NPU
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+ | RTMDet | ONNX | w8a16 | Qualcomm® QCS7181 | 12.043 ms | 147 - 147 MB | NPU
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+ | RTMDet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 9.729 ms | 0 - 273 MB | NPU
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+ | RTMDet | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 34.412 ms | 0 - 335 MB | NPU
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+ | RTMDet | TFLITE | float | Qualcomm® QCS8275 | 79.414 ms | 0 - 201 MB | NPU
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+ | RTMDet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 12.745 ms | 0 - 3 MB | NPU
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+ | RTMDet | TFLITE | float | Qualcomm® SA8775P | 114.326 ms | 3 - 33 MB | GPU
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+ | RTMDet | TFLITE | float | Qualcomm® SA8650P | 114.326 ms | 3 - 33 MB | GPU
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+ | RTMDet | TFLITE | float | Qualcomm® SA8255P | 114.326 ms | 3 - 33 MB | GPU
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+ | RTMDet | TFLITE | float | Qualcomm® QCS8450 | 34.412 ms | 0 - 335 MB | NPU
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+ | RTMDet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.352 ms | 0 - 201 MB | NPU
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+ | RTMDet | TFLITE | float | Qualcomm® SA7255P | 79.414 ms | 0 - 201 MB | NPU
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+ | RTMDet | TFLITE | float | Qualcomm® QCS9075 | 21.529 ms | 0 - 61 MB | NPU
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+ | RTMDet | TFLITE | float | Snapdragon® 8 Elite Mobile | 7.476 ms | 0 - 203 MB | NPU
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+ | RTMDet | TFLITE | float | Qualcomm® SA8295P | 27.266 ms | 0 - 261 MB | NPU
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+ | RTMDet | TFLITE | float | Qualcomm® QCS8750 | 7.476 ms | 0 - 203 MB | NPU
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  ## License
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  * The license for the original implementation of RTMDet can be found