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DeepLabV3-ResNet50

Image Segmentation
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v0.33.0

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See https://github.com/quic/ai-hub-models/releases/v0.33.0 for changelog.

Files changed (7) hide show
  1. .gitattributes +1 -0
  2. DeepLabV3-ResNet50_w8a8.dlc +3 -0
  3. DeepLabV3-ResNet50_w8a8.onnx.zip +3 -0
  4. DeepLabV3-ResNet50_w8a8.tflite +3 -0
  5. README.md +30 -0
  6. precompiled/qualcomm-snapdragon-x-elite/DeepLabV3-ResNet50_w8a8.bin +3 -0
  7. precompiled/qualcomm-snapdragon-x-elite/sdk_versions.yml +3 -0
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  DeepLabV3-ResNet50.so filter=lfs diff=lfs merge=lfs -text
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README.md CHANGED
@@ -47,6 +47,36 @@ More details on model performance across various devices, can be found
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  | DeepLabV3-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 294.886 ms | 2 - 182 MB | GPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50.tflite) |
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  | DeepLabV3-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 210.239 ms | 21 - 48 MB | GPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50.tflite) |
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  | DeepLabV3-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 221.907 ms | 22 - 42 MB | GPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50.tflite) |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  | DeepLabV3-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 294.886 ms | 2 - 182 MB | GPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50.tflite) |
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  | DeepLabV3-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 210.239 ms | 21 - 48 MB | GPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50.tflite) |
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  | DeepLabV3-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 221.907 ms | 22 - 42 MB | GPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50.tflite) |
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+ | DeepLabV3-ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 1602.354 ms | 28 - 51 MB | GPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.tflite) |
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+ | DeepLabV3-ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 441595.207 ms | 1 - 350 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) | TFLITE | 769.826 ms | 27 - 60 MB | GPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.tflite) |
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+ | DeepLabV3-ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 351.549 ms | 0 - 197 MB | GPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.tflite) |
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+ | DeepLabV3-ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 301189.56 ms | 1 - 20 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) | TFLITE | 608.994 ms | 29 - 52 MB | GPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.tflite) |
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+ | DeepLabV3-ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 372552.577 ms | 1 - 345 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 | 1393.15 ms | 4 - 33 MB | GPU | [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) | TFLITE | 802.191 ms | 2 - 233 MB | GPU | [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 | TFLITE | 1602.354 ms | 28 - 51 MB | GPU | [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 | 441595.207 ms | 1 - 350 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) | TFLITE | 308.173 ms | 2 - 232 MB | GPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.tflite) |
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+ | DeepLabV3-ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 301897.578 ms | 0 - 22 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 | TFLITE | 301.97 ms | 30 - 51 MB | GPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.tflite) |
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+ | DeepLabV3-ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 382854.115 ms | 5 - 354 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) | TFLITE | 390.65 ms | 2 - 185 MB | GPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.tflite) |
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+ | DeepLabV3-ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 273249.555 ms | 1 - 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 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 608.994 ms | 29 - 52 MB | GPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.tflite) |
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+ | DeepLabV3-ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 372552.577 ms | 1 - 345 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 S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 326.227 ms | 0 - 176 MB | GPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.tflite) |
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+ | DeepLabV3-ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 269145.463 ms | 1 - 22 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 S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 272262.388 ms | 0 - 139 MB | NPU | [DeepLabV3-ResNet50.onnx](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.onnx) |
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+ | DeepLabV3-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 286.437 ms | 30 - 62 MB | GPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.tflite) |
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+ | DeepLabV3-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 261887.755 ms | 0 - 372 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 | 256696.192 ms | 1 - 420 MB | NPU | [DeepLabV3-ResNet50.onnx](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.onnx) |
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+ | DeepLabV3-ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 234.045 ms | 28 - 50 MB | GPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.tflite) |
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+ | DeepLabV3-ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 314911.68 ms | 53 - 342 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 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 279072.114 ms | 37 - 367 MB | NPU | [DeepLabV3-ResNet50.onnx](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.onnx) |
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+ | DeepLabV3-ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 282803.347 ms | 38 - 38 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 | 291488.781 ms | 49 - 49 MB | NPU | [DeepLabV3-ResNet50.onnx](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.onnx) |
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