v0.30.2
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.30.2 for changelog.
- DenseNet-121.so +0 -3
- DenseNet-121.bin → DenseNet-121_w8a8.tflite +2 -2
- README.md +44 -44
DenseNet-121.so
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version https://git-lfs.github.com/spec/v1
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size 33420280
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DenseNet-121.bin → DenseNet-121_w8a8.tflite
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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size 8706328
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README.md
CHANGED
@@ -36,49 +36,49 @@ 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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| DenseNet-121 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 8.
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| DenseNet-121 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 7.
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| DenseNet-121 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.
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| DenseNet-121 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 3.
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| DenseNet-121 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.
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| DenseNet-121 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.
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| DenseNet-121 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.
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| DenseNet-121 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 2.
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| DenseNet-121 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 8.
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| DenseNet-121 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 7.
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| DenseNet-121 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.
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| DenseNet-121 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.
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| DenseNet-121 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.
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| DenseNet-121 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 3.
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| DenseNet-121 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.
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| DenseNet-121 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.
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| DenseNet-121 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.
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| DenseNet-121 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 2.
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| DenseNet-121 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.
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| DenseNet-121 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.
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| DenseNet-121 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.
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| DenseNet-121 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.
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| DenseNet-121 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.
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| DenseNet-121 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.
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| DenseNet-121 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.
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| DenseNet-121 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.
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| DenseNet-121 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX |
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| DenseNet-121 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.
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| DenseNet-121 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.
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| DenseNet-121 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 4.
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| DenseNet-121 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.
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| DenseNet-121 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.
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| DenseNet-121 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.
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| DenseNet-121 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE |
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| DenseNet-121 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE |
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| DenseNet-121 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 4.
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| DenseNet-121 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.
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| DenseNet-121 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.
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| DenseNet-121 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.
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| DenseNet-121 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.
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| DenseNet-121 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.
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| DenseNet-121 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.
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| DenseNet-121 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.
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@@ -142,7 +142,7 @@ Profiling Results
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DenseNet-121
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Device : cs_8275 (ANDROID 14)
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Runtime : TFLITE
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Estimated inference time (ms) : 8.
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Estimated peak memory usage (MB): [0, 34]
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Total # Ops : 312
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Compute Unit(s) : npu (312 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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| DenseNet-121 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 8.242 ms | 0 - 34 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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| DenseNet-121 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 7.861 ms | 1 - 10 MB | NPU | Use Export Script |
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| DenseNet-121 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.716 ms | 0 - 55 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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| DenseNet-121 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 3.364 ms | 1 - 37 MB | NPU | Use Export Script |
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| DenseNet-121 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.906 ms | 0 - 98 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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| DenseNet-121 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.729 ms | 1 - 4 MB | NPU | Use Export Script |
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| DenseNet-121 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.983 ms | 0 - 36 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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| DenseNet-121 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 2.666 ms | 1 - 15 MB | NPU | Use Export Script |
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| DenseNet-121 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 8.242 ms | 0 - 34 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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| DenseNet-121 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 7.861 ms | 1 - 10 MB | NPU | Use Export Script |
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| DenseNet-121 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.902 ms | 0 - 97 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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| DenseNet-121 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.729 ms | 1 - 3 MB | NPU | Use Export Script |
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| DenseNet-121 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.335 ms | 0 - 38 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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| DenseNet-121 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 3.102 ms | 0 - 18 MB | NPU | Use Export Script |
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| DenseNet-121 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.901 ms | 0 - 97 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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| DenseNet-121 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.719 ms | 1 - 12 MB | NPU | Use Export Script |
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| DenseNet-121 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.983 ms | 0 - 36 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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| DenseNet-121 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 2.666 ms | 1 - 15 MB | NPU | Use Export Script |
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| DenseNet-121 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.905 ms | 0 - 96 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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| DenseNet-121 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.741 ms | 0 - 9 MB | NPU | Use Export Script |
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| DenseNet-121 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.682 ms | 0 - 56 MB | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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| DenseNet-121 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.27 ms | 0 - 51 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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| DenseNet-121 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.193 ms | 0 - 38 MB | NPU | Use Export Script |
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| DenseNet-121 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.155 ms | 0 - 64 MB | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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| DenseNet-121 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.142 ms | 0 - 37 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
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| DenseNet-121 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.047 ms | 1 - 26 MB | NPU | Use Export Script |
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| DenseNet-121 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.905 ms | 1 - 28 MB | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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| DenseNet-121 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.971 ms | 1 - 1 MB | NPU | Use Export Script |
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| DenseNet-121 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.012 ms | 15 - 15 MB | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
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| DenseNet-121 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 4.639 ms | 0 - 33 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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| DenseNet-121 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.314 ms | 0 - 42 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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| DenseNet-121 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.319 ms | 0 - 14 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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| DenseNet-121 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.682 ms | 0 - 35 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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| DenseNet-121 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 90.118 ms | 7 - 37 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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| DenseNet-121 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 98.278 ms | 0 - 33 MB | GPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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| DenseNet-121 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 4.639 ms | 0 - 33 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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| DenseNet-121 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.321 ms | 0 - 15 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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| DenseNet-121 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.9 ms | 0 - 35 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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| DenseNet-121 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.326 ms | 0 - 18 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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| DenseNet-121 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.682 ms | 0 - 35 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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| DenseNet-121 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.295 ms | 0 - 18 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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| DenseNet-121 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.678 ms | 0 - 44 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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| DenseNet-121 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.23 ms | 0 - 36 MB | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121_w8a8.tflite) |
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DenseNet-121
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Device : cs_8275 (ANDROID 14)
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Runtime : TFLITE
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Estimated inference time (ms) : 8.2
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Estimated peak memory usage (MB): [0, 34]
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Total # Ops : 312
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Compute Unit(s) : npu (312 ops) gpu (0 ops) cpu (0 ops)
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