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DenseNet-121-Quantized

Image Classification
PyTorch
LiteRT
ONNX
backbone
quantized
android
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@@ -36,20 +36,20 @@ More details on model performance across various devices, can be found
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | DenseNet-121-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 2.24 ms | 0 - 9 MB | INT8 | NPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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- | DenseNet-121-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.63 ms | 0 - 50 MB | INT8 | NPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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- | DenseNet-121-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.205 ms | 0 - 38 MB | INT8 | NPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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- | DenseNet-121-Quantized | SA7255P ADP | SA7255P | TFLITE | 8.82 ms | 0 - 31 MB | INT8 | NPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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- | DenseNet-121-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.251 ms | 0 - 14 MB | INT8 | NPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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- | DenseNet-121-Quantized | SA8295P ADP | SA8295P | TFLITE | 3.801 ms | 0 - 37 MB | INT8 | NPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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- | DenseNet-121-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.242 ms | 0 - 20 MB | INT8 | NPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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- | DenseNet-121-Quantized | SA8775P ADP | SA8775P | TFLITE | 3.154 ms | 0 - 33 MB | INT8 | NPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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- | DenseNet-121-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 92.042 ms | 7 - 38 MB | INT8 | NPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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- | DenseNet-121-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 112.478 ms | 6 - 50 MB | INT8 | GPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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- | DenseNet-121-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 8.82 ms | 0 - 31 MB | INT8 | NPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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- | DenseNet-121-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.233 ms | 0 - 18 MB | INT8 | NPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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- | DenseNet-121-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 3.154 ms | 0 - 33 MB | INT8 | NPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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- | DenseNet-121-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.078 ms | 0 - 42 MB | INT8 | NPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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@@ -113,10 +113,10 @@ Profiling Results
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  DenseNet-121-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 2.2
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- Estimated peak memory usage (MB): [0, 9]
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- Total # Ops : 921
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- Compute Unit(s) : NPU (921 ops)
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  ```
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | DenseNet-121-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 2.328 ms | 0 - 18 MB | INT8 | NPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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+ | DenseNet-121-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.671 ms | 0 - 43 MB | INT8 | NPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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+ | DenseNet-121-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.505 ms | 0 - 38 MB | INT8 | NPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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+ | DenseNet-121-Quantized | SA7255P ADP | SA7255P | TFLITE | 8.69 ms | 0 - 33 MB | INT8 | NPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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+ | DenseNet-121-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.294 ms | 0 - 18 MB | INT8 | NPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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+ | DenseNet-121-Quantized | SA8295P ADP | SA8295P | TFLITE | 3.9 ms | 0 - 36 MB | INT8 | NPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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+ | DenseNet-121-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.295 ms | 0 - 18 MB | INT8 | NPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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+ | DenseNet-121-Quantized | SA8775P ADP | SA8775P | TFLITE | 3.222 ms | 0 - 33 MB | INT8 | NPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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+ | DenseNet-121-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 95.14 ms | 7 - 40 MB | INT8 | NPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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+ | DenseNet-121-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 100.706 ms | 0 - 42 MB | INT8 | GPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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+ | DenseNet-121-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 8.69 ms | 0 - 33 MB | INT8 | NPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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+ | DenseNet-121-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.305 ms | 0 - 18 MB | INT8 | NPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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+ | DenseNet-121-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 3.222 ms | 0 - 33 MB | INT8 | NPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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+ | DenseNet-121-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.313 ms | 0 - 45 MB | INT8 | NPU | [DenseNet-121-Quantized.tflite](https://huggingface.co/qualcomm/DenseNet-121-Quantized/blob/main/DenseNet-121-Quantized.tflite) |
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  DenseNet-121-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 2.3
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+ Estimated peak memory usage (MB): [0, 18]
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+ Total # Ops : 1032
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+ Compute Unit(s) : NPU (1032 ops)
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  ```
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