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Posenet-Mobilenet

Keypoint Detection
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android
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v0.31.0

Browse files

See https://github.com/quic/ai-hub-models/releases/v0.31.0 for changelog.

Files changed (3) hide show
  1. .gitattributes +1 -0
  2. Posenet-Mobilenet.dlc +3 -0
  3. README.md +33 -33
.gitattributes CHANGED
@@ -35,3 +35,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  Posenet-Mobilenet.so filter=lfs diff=lfs merge=lfs -text
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  Posenet-Mobilenet_w8a8.so filter=lfs diff=lfs merge=lfs -text
 
 
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  Posenet-Mobilenet.so filter=lfs diff=lfs merge=lfs -text
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  Posenet-Mobilenet_w8a8.so filter=lfs diff=lfs merge=lfs -text
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+ Posenet-Mobilenet.dlc filter=lfs diff=lfs merge=lfs -text
Posenet-Mobilenet.dlc ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:8dbad1bf74a899fb33d26270c860ccef7181fb98fb5248b4b9b96e91e301240e
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+ size 13345885
README.md CHANGED
@@ -35,38 +35,38 @@ 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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- | Posenet-Mobilenet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 53.72 ms | 0 - 21 MB | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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- | Posenet-Mobilenet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 53.634 ms | 2 - 11 MB | NPU | Use Export Script |
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- | Posenet-Mobilenet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.197 ms | 0 - 29 MB | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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- | Posenet-Mobilenet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 2.285 ms | 2 - 34 MB | NPU | Use Export Script |
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- | Posenet-Mobilenet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.386 ms | 0 - 50 MB | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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- | Posenet-Mobilenet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.324 ms | 2 - 4 MB | NPU | Use Export Script |
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- | Posenet-Mobilenet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.361 ms | 0 - 22 MB | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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- | Posenet-Mobilenet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 2.277 ms | 1 - 13 MB | NPU | Use Export Script |
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- | Posenet-Mobilenet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 53.72 ms | 0 - 21 MB | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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- | Posenet-Mobilenet | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 53.634 ms | 2 - 11 MB | NPU | Use Export Script |
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- | Posenet-Mobilenet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.382 ms | 0 - 49 MB | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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- | Posenet-Mobilenet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.321 ms | 2 - 4 MB | NPU | Use Export Script |
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- | Posenet-Mobilenet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.803 ms | 0 - 19 MB | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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- | Posenet-Mobilenet | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 2.779 ms | 0 - 17 MB | NPU | Use Export Script |
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- | Posenet-Mobilenet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.383 ms | 0 - 48 MB | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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- | Posenet-Mobilenet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.318 ms | 2 - 4 MB | NPU | Use Export Script |
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- | Posenet-Mobilenet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.361 ms | 0 - 22 MB | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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- | Posenet-Mobilenet | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 2.277 ms | 1 - 13 MB | NPU | Use Export Script |
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- | Posenet-Mobilenet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.382 ms | 0 - 49 MB | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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- | Posenet-Mobilenet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.322 ms | 0 - 30 MB | NPU | Use Export Script |
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- | Posenet-Mobilenet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.783 ms | 0 - 21 MB | NPU | [Posenet-Mobilenet.onnx](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.onnx) |
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- | Posenet-Mobilenet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.957 ms | 0 - 34 MB | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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- | Posenet-Mobilenet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.934 ms | 2 - 29 MB | NPU | Use Export Script |
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- | Posenet-Mobilenet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.22 ms | 0 - 32 MB | NPU | [Posenet-Mobilenet.onnx](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.onnx) |
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- | Posenet-Mobilenet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.964 ms | 0 - 27 MB | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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- | Posenet-Mobilenet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.934 ms | 2 - 23 MB | NPU | Use Export Script |
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- | Posenet-Mobilenet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.244 ms | 1 - 26 MB | NPU | [Posenet-Mobilenet.onnx](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.onnx) |
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- | Posenet-Mobilenet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.509 ms | 2 - 2 MB | NPU | Use Export Script |
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- | Posenet-Mobilenet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.082 ms | 6 - 6 MB | NPU | [Posenet-Mobilenet.onnx](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.onnx) |
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- | Posenet-Mobilenet | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 135.653 ms | 17 - 199 MB | NPU | [Posenet-Mobilenet.onnx](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet_w8a8.onnx) |
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- | Posenet-Mobilenet | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 85.421 ms | 27 - 3806 MB | NPU | [Posenet-Mobilenet.onnx](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet_w8a8.onnx) |
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- | Posenet-Mobilenet | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 126.883 ms | 61 - 61 MB | NPU | [Posenet-Mobilenet.onnx](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet_w8a8.onnx) |
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@@ -130,7 +130,7 @@ Profiling Results
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  Posenet-Mobilenet
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 53.7
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  Estimated peak memory usage (MB): [0, 21]
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  Total # Ops : 41
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  Compute Unit(s) : npu (41 ops) gpu (0 ops) cpu (0 ops)
 
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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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+ | Posenet-Mobilenet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 7.774 ms | 0 - 21 MB | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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+ | Posenet-Mobilenet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 7.695 ms | 1 - 15 MB | NPU | [Posenet-Mobilenet.dlc](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.dlc) |
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+ | Posenet-Mobilenet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.23 ms | 0 - 27 MB | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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+ | Posenet-Mobilenet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 2.308 ms | 2 - 27 MB | NPU | [Posenet-Mobilenet.dlc](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.dlc) |
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+ | Posenet-Mobilenet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.379 ms | 0 - 49 MB | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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+ | Posenet-Mobilenet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 1.316 ms | 1 - 30 MB | NPU | [Posenet-Mobilenet.dlc](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.dlc) |
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+ | Posenet-Mobilenet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.358 ms | 0 - 22 MB | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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+ | Posenet-Mobilenet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 2.275 ms | 1 - 15 MB | NPU | [Posenet-Mobilenet.dlc](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.dlc) |
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+ | Posenet-Mobilenet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 7.774 ms | 0 - 21 MB | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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+ | Posenet-Mobilenet | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 7.695 ms | 1 - 15 MB | NPU | [Posenet-Mobilenet.dlc](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.dlc) |
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+ | Posenet-Mobilenet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.387 ms | 0 - 50 MB | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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+ | Posenet-Mobilenet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 1.314 ms | 0 - 29 MB | NPU | [Posenet-Mobilenet.dlc](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.dlc) |
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+ | Posenet-Mobilenet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.791 ms | 0 - 19 MB | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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+ | Posenet-Mobilenet | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 2.777 ms | 1 - 20 MB | NPU | [Posenet-Mobilenet.dlc](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.dlc) |
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+ | Posenet-Mobilenet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.385 ms | 0 - 49 MB | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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+ | Posenet-Mobilenet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 1.321 ms | 1 - 29 MB | NPU | [Posenet-Mobilenet.dlc](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.dlc) |
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+ | Posenet-Mobilenet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.358 ms | 0 - 22 MB | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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+ | Posenet-Mobilenet | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 2.275 ms | 1 - 15 MB | NPU | [Posenet-Mobilenet.dlc](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.dlc) |
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+ | Posenet-Mobilenet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.38 ms | 0 - 50 MB | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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+ | Posenet-Mobilenet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 1.314 ms | 1 - 29 MB | NPU | [Posenet-Mobilenet.dlc](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.dlc) |
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+ | Posenet-Mobilenet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.812 ms | 0 - 26 MB | NPU | [Posenet-Mobilenet.onnx](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.onnx) |
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+ | Posenet-Mobilenet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.961 ms | 0 - 36 MB | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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+ | Posenet-Mobilenet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.932 ms | 2 - 26 MB | NPU | [Posenet-Mobilenet.dlc](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.dlc) |
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+ | Posenet-Mobilenet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.218 ms | 1 - 33 MB | NPU | [Posenet-Mobilenet.onnx](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.onnx) |
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+ | Posenet-Mobilenet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.969 ms | 0 - 27 MB | NPU | [Posenet-Mobilenet.tflite](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.tflite) |
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+ | Posenet-Mobilenet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.927 ms | 2 - 21 MB | NPU | [Posenet-Mobilenet.dlc](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.dlc) |
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+ | Posenet-Mobilenet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.268 ms | 1 - 26 MB | NPU | [Posenet-Mobilenet.onnx](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.onnx) |
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+ | Posenet-Mobilenet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.571 ms | 24 - 24 MB | NPU | [Posenet-Mobilenet.dlc](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.dlc) |
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+ | Posenet-Mobilenet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.058 ms | 6 - 6 MB | NPU | [Posenet-Mobilenet.onnx](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet.onnx) |
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+ | Posenet-Mobilenet | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 126.223 ms | 16 - 203 MB | NPU | [Posenet-Mobilenet.onnx](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet_w8a8.onnx) |
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+ | Posenet-Mobilenet | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 103.878 ms | 23 - 3811 MB | NPU | [Posenet-Mobilenet.onnx](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet_w8a8.onnx) |
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+ | Posenet-Mobilenet | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 154.115 ms | 61 - 61 MB | NPU | [Posenet-Mobilenet.onnx](https://huggingface.co/qualcomm/Posenet-Mobilenet/blob/main/Posenet-Mobilenet_w8a8.onnx) |
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  Posenet-Mobilenet
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  Device : cs_8275 (ANDROID 14)
132
  Runtime : TFLITE
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+ Estimated inference time (ms) : 7.8
134
  Estimated peak memory usage (MB): [0, 21]
135
  Total # Ops : 41
136
  Compute Unit(s) : npu (41 ops) gpu (0 ops) cpu (0 ops)