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RTMDet

Object Detection
PyTorch
real_time
android
Model card Files
xet
 Community
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v0.53.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.53.0 for changelog.

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  1. README.md +31 -24
README.md CHANGED
@@ -42,30 +42,37 @@ 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 | 5.95 ms | 5 - 189 MB | NPU
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- | RTMDet | ONNX | float | Snapdragon® X2 Elite | 8.182 ms | 53 - 53 MB | NPU
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- | RTMDet | ONNX | float | Snapdragon® X Elite | 14.192 ms | 51 - 51 MB | NPU
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- | RTMDet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 10.636 ms | 5 - 235 MB | NPU
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- | RTMDet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 13.7 ms | 0 - 57 MB | NPU
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- | RTMDet | ONNX | float | Qualcomm® QCS9075 | 23.789 ms | 5 - 12 MB | NPU
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- | RTMDet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 8.295 ms | 4 - 180 MB | NPU
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- | RTMDet | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite Gen 5 Mobile | 10.283 ms | 3 - 329 MB | NPU
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- | RTMDet | ONNX | w8a16_mixed_fp16 | Snapdragon® X2 Elite | 11.073 ms | 31 - 31 MB | NPU
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- | RTMDet | ONNX | w8a16_mixed_fp16 | Snapdragon® X Elite | 29.512 ms | 29 - 29 MB | NPU
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- | RTMDet | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Gen 3 Mobile | 19.723 ms | 3 - 381 MB | NPU
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- | RTMDet | ONNX | w8a16_mixed_fp16 | Qualcomm® QCS8550 (Proxy) | 28.027 ms | 0 - 34 MB | NPU
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- | RTMDet | ONNX | w8a16_mixed_fp16 | Qualcomm® QCS9075 | 32.871 ms | 2 - 5 MB | NPU
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- | RTMDet | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite For Galaxy Mobile | 14.22 ms | 1 - 303 MB | NPU
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- | RTMDet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.67 ms | 0 - 201 MB | NPU
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- | RTMDet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 11.727 ms | 0 - 272 MB | NPU
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- | RTMDet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 83.82 ms | 0 - 203 MB | NPU
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- | RTMDet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 15.366 ms | 0 - 3 MB | NPU
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- | RTMDet | TFLITE | float | Qualcomm® SA8775P | 22.828 ms | 0 - 203 MB | NPU
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- | RTMDet | TFLITE | float | Qualcomm® QCS9075 | 24.355 ms | 0 - 62 MB | NPU
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- | RTMDet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 37.885 ms | 0 - 338 MB | NPU
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- | RTMDet | TFLITE | float | Qualcomm® SA7255P | 83.82 ms | 0 - 203 MB | NPU
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- | RTMDet | TFLITE | float | Qualcomm® SA8295P | 29.819 ms | 0 - 265 MB | NPU
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- | RTMDet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 9.158 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
 
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
44
  |---|---|---|---|---|---|---
45
+ | RTMDet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.96 ms | 5 - 188 MB | NPU
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+ | RTMDet | ONNX | float | Snapdragon® 8 Elite Mobile | 8.324 ms | 3 - 185 MB | NPU
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+ | RTMDet | ONNX | float | Snapdragon® X2 Elite | 8.121 ms | 52 - 52 MB | NPU
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+ | RTMDet | ONNX | float | Snapdragon® X Elite | 14.217 ms | 51 - 51 MB | NPU
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+ | RTMDet | ONNX | float | Snapdragon® X Elite | 14.217 ms | 51 - 51 MB | NPU
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+ | RTMDet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 10.613 ms | 5 - 239 MB | NPU
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+ | RTMDet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 13.703 ms | 0 - 187 MB | NPU
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+ | RTMDet | ONNX | float | Qualcomm® QCS9075 | 24.182 ms | 4 - 12 MB | NPU
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+ | RTMDet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 8.324 ms | 3 - 185 MB | NPU
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+ | RTMDet | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite Gen 5 Mobile | 10.28 ms | 3 - 329 MB | NPU
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+ | RTMDet | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite Mobile | 14.293 ms | 1 - 313 MB | NPU
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+ | RTMDet | ONNX | w8a16_mixed_fp16 | Snapdragon® X2 Elite | 11.093 ms | 32 - 32 MB | NPU
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+ | RTMDet | ONNX | w8a16_mixed_fp16 | Snapdragon® X Elite | 29.477 ms | 29 - 29 MB | NPU
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+ | RTMDet | ONNX | w8a16_mixed_fp16 | Snapdragon® X Elite | 29.477 ms | 29 - 29 MB | NPU
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+ | RTMDet | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Gen 3 Mobile | 19.642 ms | 3 - 384 MB | NPU
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+ | RTMDet | ONNX | w8a16_mixed_fp16 | Qualcomm® QCS8550 (Proxy) | 27.955 ms | 0 - 34 MB | NPU
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+ | RTMDet | ONNX | w8a16_mixed_fp16 | Qualcomm® QCS9075 | 33.489 ms | 2 - 5 MB | NPU
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+ | RTMDet | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite For Galaxy Mobile | 14.293 ms | 1 - 313 MB | NPU
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+ | RTMDet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.665 ms | 0 - 201 MB | NPU
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+ | RTMDet | TFLITE | float | Snapdragon® 8 Elite Mobile | 9.158 ms | 0 - 208 MB | NPU
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+ | RTMDet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 11.723 ms | 0 - 278 MB | NPU
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+ | RTMDet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 83.798 ms | 0 - 202 MB | NPU
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+ | RTMDet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 15.392 ms | 0 - 3 MB | NPU
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+ | RTMDet | TFLITE | float | Qualcomm® SA8775P | 22.802 ms | 0 - 203 MB | NPU
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+ | RTMDet | TFLITE | float | Qualcomm® SA8775P | 22.802 ms | 0 - 203 MB | NPU
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+ | RTMDet | TFLITE | float | Qualcomm® SA8775P | 22.802 ms | 0 - 203 MB | NPU
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+ | RTMDet | TFLITE | float | Qualcomm® QCS9075 | 24.379 ms | 0 - 61 MB | NPU
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+ | RTMDet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 37.923 ms | 0 - 337 MB | NPU
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+ | RTMDet | TFLITE | float | Qualcomm® SA7255P | 83.798 ms | 0 - 202 MB | NPU
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+ | RTMDet | TFLITE | float | Qualcomm® SA8295P | 29.791 ms | 0 - 265 MB | NPU
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+ | RTMDet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 9.158 ms | 0 - 208 MB | NPU
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  ## License
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  * The license for the original implementation of RTMDet can be found