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DeepLabV3-ResNet50

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v0.40.0

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See https://github.com/quic/ai-hub-models/releases/v0.40.0 for changelog.

Files changed (4) hide show
  1. DeepLabV3-ResNet50_w8a8.dlc +2 -2
  2. DeepLabV3-ResNet50_w8a8.onnx.zip +3 -0
  3. README.md +24 -16
  4. tool-versions.yaml +1 -1
DeepLabV3-ResNet50_w8a8.dlc CHANGED
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DeepLabV3-ResNet50_w8a8.onnx.zip ADDED
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README.md CHANGED
@@ -36,22 +36,30 @@ 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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- | DeepLabV3-ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 442624.922 ms | 1 - 395 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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- | DeepLabV3-ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 424069.18 ms | 13 - 565 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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- | DeepLabV3-ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 269495.471 ms | 0 - 23 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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- | DeepLabV3-ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 362977.238 ms | 1 - 390 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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- | DeepLabV3-ResNet50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 3276.866 ms | 0 - 106 MB | NPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.tflite) |
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- | DeepLabV3-ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 442624.922 ms | 1 - 395 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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- | DeepLabV3-ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 283215.796 ms | 2 - 21 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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- | DeepLabV3-ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 382204.261 ms | 5 - 401 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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- | DeepLabV3-ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 300632.052 ms | 9 - 30 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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- | DeepLabV3-ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 362977.238 ms | 1 - 390 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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- | DeepLabV3-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 255329.268 ms | 1 - 509 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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- | DeepLabV3-ResNet50 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 262956.065 ms | 11 - 422 MB | NPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.tflite) |
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- | DeepLabV3-ResNet50 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 274983.872 ms | 18 - 323 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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- | DeepLabV3-ResNet50 | w8a8 | Snapdragon 7 Gen 5 QRD | Snapdragon® 7 Gen 5 Mobile | TFLITE | 991187.495 ms | 63 - 216 MB | NPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.tflite) |
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- | DeepLabV3-ResNet50 | w8a8 | Snapdragon 7 Gen 5 QRD | Snapdragon® 7 Gen 5 Mobile | QNN_DLC | 948023.393 ms | 39 - 226 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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- | DeepLabV3-ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 351230.919 ms | 125 - 125 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
 
 
 
 
 
 
 
 
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
38
  |---|---|---|---|---|---|---|---|---|
39
+ | DeepLabV3-ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 439553.535 ms | 1 - 395 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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+ | DeepLabV3-ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 426099.217 ms | 14 - 571 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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+ | DeepLabV3-ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 261377.905 ms | 1 - 22 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
42
+ | DeepLabV3-ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 261315.007 ms | 19 - 151 MB | NPU | [DeepLabV3-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.onnx.zip) |
43
+ | DeepLabV3-ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 721575.458 ms | 5 - 400 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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+ | DeepLabV3-ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 1399.295 ms | 3 - 31 MB | GPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.tflite) |
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+ | DeepLabV3-ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX | 1221.664 ms | 64 - 81 MB | CPU | [DeepLabV3-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.onnx.zip) |
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+ | DeepLabV3-ResNet50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 3263.966 ms | 56 - 120 MB | NPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.tflite) |
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+ | DeepLabV3-ResNet50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 1018.503 ms | 64 - 118 MB | CPU | [DeepLabV3-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.onnx.zip) |
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+ | DeepLabV3-ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 439553.535 ms | 1 - 395 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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+ | DeepLabV3-ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 260757.327 ms | 1 - 24 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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+ | DeepLabV3-ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 381688.108 ms | 0 - 393 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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+ | DeepLabV3-ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 269370.185 ms | 4 - 27 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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+ | DeepLabV3-ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 721575.458 ms | 5 - 400 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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+ | DeepLabV3-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 254935.999 ms | 1 - 513 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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+ | DeepLabV3-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 258586.424 ms | 1 - 468 MB | NPU | [DeepLabV3-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.onnx.zip) |
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+ | DeepLabV3-ResNet50 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 261990.34 ms | 0 - 413 MB | NPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.tflite) |
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+ | DeepLabV3-ResNet50 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 277196.779 ms | 15 - 322 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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+ | DeepLabV3-ResNet50 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 281243.164 ms | 48 - 353 MB | NPU | [DeepLabV3-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.onnx.zip) |
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+ | DeepLabV3-ResNet50 | w8a8 | Snapdragon 7 Gen 5 QRD | Snapdragon® 7 Gen 5 Mobile | TFLITE | 972289.246 ms | 42 - 195 MB | NPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.tflite) |
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+ | DeepLabV3-ResNet50 | w8a8 | Snapdragon 7 Gen 5 QRD | Snapdragon® 7 Gen 5 Mobile | QNN_DLC | 925640.61 ms | 36 - 229 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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+ | DeepLabV3-ResNet50 | w8a8 | Snapdragon 7 Gen 5 QRD | Snapdragon® 7 Gen 5 Mobile | ONNX | 825.065 ms | 50 - 67 MB | CPU | [DeepLabV3-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.onnx.zip) |
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+ | DeepLabV3-ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 342082.55 ms | 101 - 101 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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+ | DeepLabV3-ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 359157.244 ms | 51 - 51 MB | NPU | [DeepLabV3-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.onnx.zip) |
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tool-versions.yaml CHANGED
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  tool_versions:
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  tflite:
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- qairt: 2.38.0.250901140452_125126
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  tflite: 2.17.0
 
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  tool_versions:
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  tflite:
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  tflite: 2.17.0