Hugging Face's logo

qualcomm
/
MobileNet-v3-Large

Image Classification
PyTorch
backbone
bu_auto
real_time
android
Model card Files
xet
Community
qaihm-bot commited on
Commit
48c3a46
·
verified ·
1 Parent(s): 2cec484

v0.30.5

Browse files

See https://github.com/quic/ai-hub-models/releases/v0.30.5 for changelog.

Files changed (2) hide show
  1. MobileNet-v3-Large_w8a16.onnx +2 -2
  2. README.md +51 -51
MobileNet-v3-Large_w8a16.onnx CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:c4e176f1cd7b84b85e6d6e324b4c1cdb6094c3ccf4f5288d65e2e62a52a219bd
3
- size 22106718
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:fe4b69168c5795cf03e99a1a0cca0295ef4f648acb945c844d3a3661502858c8
3
+ size 22123072
README.md CHANGED
@@ -37,53 +37,53 @@ More details on model performance across various devices, can be found
37
 
38
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
39
  |---|---|---|---|---|---|---|---|---|
40
- | MobileNet-v3-Large | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 3.095 ms | 0 - 24 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
41
- | MobileNet-v3-Large | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 2.875 ms | 1 - 10 MB | NPU | Use Export Script |
42
- | MobileNet-v3-Large | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.446 ms | 0 - 39 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
43
- | MobileNet-v3-Large | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.862 ms | 0 - 33 MB | NPU | Use Export Script |
44
- | MobileNet-v3-Large | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.96 ms | 0 - 81 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
45
- | MobileNet-v3-Large | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.933 ms | 0 - 3 MB | NPU | Use Export Script |
46
- | MobileNet-v3-Large | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.368 ms | 0 - 26 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
47
- | MobileNet-v3-Large | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.275 ms | 1 - 15 MB | NPU | Use Export Script |
48
- | MobileNet-v3-Large | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 3.095 ms | 0 - 24 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
49
- | MobileNet-v3-Large | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 2.875 ms | 1 - 10 MB | NPU | Use Export Script |
50
- | MobileNet-v3-Large | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.956 ms | 0 - 80 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
51
- | MobileNet-v3-Large | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.937 ms | 1 - 3 MB | NPU | Use Export Script |
52
- | MobileNet-v3-Large | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.914 ms | 0 - 28 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
53
- | MobileNet-v3-Large | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.746 ms | 0 - 18 MB | NPU | Use Export Script |
54
- | MobileNet-v3-Large | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.958 ms | 0 - 80 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
55
- | MobileNet-v3-Large | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.937 ms | 1 - 4 MB | NPU | Use Export Script |
56
- | MobileNet-v3-Large | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.368 ms | 0 - 26 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
57
- | MobileNet-v3-Large | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.275 ms | 1 - 15 MB | NPU | Use Export Script |
58
- | MobileNet-v3-Large | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.957 ms | 0 - 81 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
59
- | MobileNet-v3-Large | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.933 ms | 0 - 58 MB | NPU | Use Export Script |
60
- | MobileNet-v3-Large | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.835 ms | 0 - 34 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
61
- | MobileNet-v3-Large | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.651 ms | 0 - 41 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
62
- | MobileNet-v3-Large | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.64 ms | 0 - 32 MB | NPU | Use Export Script |
63
- | MobileNet-v3-Large | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.573 ms | 0 - 30 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
64
- | MobileNet-v3-Large | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.62 ms | 0 - 26 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
65
- | MobileNet-v3-Large | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.556 ms | 1 - 26 MB | NPU | Use Export Script |
66
- | MobileNet-v3-Large | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.565 ms | 0 - 26 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
67
- | MobileNet-v3-Large | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.083 ms | 1 - 1 MB | NPU | Use Export Script |
68
- | MobileNet-v3-Large | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.868 ms | 12 - 12 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
69
- | MobileNet-v3-Large | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 2.081 ms | 0 - 10 MB | NPU | Use Export Script |
70
- | MobileNet-v3-Large | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.353 ms | 0 - 34 MB | NPU | Use Export Script |
71
- | MobileNet-v3-Large | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.948 ms | 0 - 3 MB | NPU | Use Export Script |
72
- | MobileNet-v3-Large | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.176 ms | 0 - 14 MB | NPU | Use Export Script |
73
- | MobileNet-v3-Large | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 3.129 ms | 0 - 15 MB | NPU | Use Export Script |
74
- | MobileNet-v3-Large | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 2.081 ms | 0 - 10 MB | NPU | Use Export Script |
75
- | MobileNet-v3-Large | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.942 ms | 0 - 11 MB | NPU | Use Export Script |
76
- | MobileNet-v3-Large | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.568 ms | 0 - 18 MB | NPU | Use Export Script |
77
- | MobileNet-v3-Large | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.936 ms | 0 - 2 MB | NPU | Use Export Script |
78
- | MobileNet-v3-Large | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.176 ms | 0 - 14 MB | NPU | Use Export Script |
79
- | MobileNet-v3-Large | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.939 ms | 0 - 30 MB | NPU | Use Export Script |
80
- | MobileNet-v3-Large | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.837 ms | 0 - 36 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large_w8a16.onnx) |
81
- | MobileNet-v3-Large | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.652 ms | 0 - 28 MB | NPU | Use Export Script |
82
- | MobileNet-v3-Large | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.564 ms | 0 - 39 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large_w8a16.onnx) |
83
- | MobileNet-v3-Large | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.461 ms | 0 - 22 MB | NPU | Use Export Script |
84
- | MobileNet-v3-Large | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.585 ms | 0 - 25 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large_w8a16.onnx) |
85
- | MobileNet-v3-Large | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.116 ms | 0 - 0 MB | NPU | Use Export Script |
86
- | MobileNet-v3-Large | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.884 ms | 7 - 7 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large_w8a16.onnx) |
87
 
88
 
89
 
@@ -147,8 +147,8 @@ Profiling Results
147
  MobileNet-v3-Large
148
  Device : cs_8275 (ANDROID 14)
149
  Runtime : TFLITE
150
- Estimated inference time (ms) : 3.1
151
- Estimated peak memory usage (MB): [0, 24]
152
  Total # Ops : 128
153
  Compute Unit(s) : npu (128 ops) gpu (0 ops) cpu (0 ops)
154
  ```
@@ -237,13 +237,13 @@ AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
237
  You can also run the demo on-device.
238
 
239
  ```bash
240
- python -m qai_hub_models.models.mobilenet_v3_large.demo --on-device
241
  ```
242
 
243
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
244
  environment, please add the following to your cell (instead of the above).
245
  ```
246
- %run -m qai_hub_models.models.mobilenet_v3_large.demo -- --on-device
247
  ```
248
 
249
 
 
37
 
38
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
39
  |---|---|---|---|---|---|---|---|---|
40
+ | MobileNet-v3-Large | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 14.978 ms | 0 - 26 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
41
+ | MobileNet-v3-Large | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 14.34 ms | 1 - 10 MB | NPU | Use Export Script |
42
+ | MobileNet-v3-Large | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.373 ms | 0 - 39 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
43
+ | MobileNet-v3-Large | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.761 ms | 0 - 33 MB | NPU | Use Export Script |
44
+ | MobileNet-v3-Large | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.962 ms | 0 - 94 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
45
+ | MobileNet-v3-Large | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.937 ms | 1 - 4 MB | NPU | Use Export Script |
46
+ | MobileNet-v3-Large | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.352 ms | 0 - 27 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
47
+ | MobileNet-v3-Large | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.272 ms | 1 - 13 MB | NPU | Use Export Script |
48
+ | MobileNet-v3-Large | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 14.978 ms | 0 - 26 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
49
+ | MobileNet-v3-Large | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 14.34 ms | 1 - 10 MB | NPU | Use Export Script |
50
+ | MobileNet-v3-Large | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.964 ms | 0 - 94 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
51
+ | MobileNet-v3-Large | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.934 ms | 1 - 3 MB | NPU | Use Export Script |
52
+ | MobileNet-v3-Large | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.801 ms | 0 - 28 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
53
+ | MobileNet-v3-Large | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.726 ms | 0 - 17 MB | NPU | Use Export Script |
54
+ | MobileNet-v3-Large | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.963 ms | 0 - 94 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
55
+ | MobileNet-v3-Large | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.93 ms | 1 - 4 MB | NPU | Use Export Script |
56
+ | MobileNet-v3-Large | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.352 ms | 0 - 27 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
57
+ | MobileNet-v3-Large | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.272 ms | 1 - 13 MB | NPU | Use Export Script |
58
+ | MobileNet-v3-Large | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.966 ms | 0 - 93 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
59
+ | MobileNet-v3-Large | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.925 ms | 0 - 72 MB | NPU | Use Export Script |
60
+ | MobileNet-v3-Large | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.808 ms | 0 - 51 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
61
+ | MobileNet-v3-Large | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.647 ms | 0 - 36 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
62
+ | MobileNet-v3-Large | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.638 ms | 0 - 31 MB | NPU | Use Export Script |
63
+ | MobileNet-v3-Large | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.552 ms | 0 - 35 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
64
+ | MobileNet-v3-Large | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.64 ms | 0 - 32 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
65
+ | MobileNet-v3-Large | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.599 ms | 1 - 27 MB | NPU | Use Export Script |
66
+ | MobileNet-v3-Large | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.565 ms | 1 - 28 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
67
+ | MobileNet-v3-Large | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.193 ms | 1 - 1 MB | NPU | Use Export Script |
68
+ | MobileNet-v3-Large | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.871 ms | 13 - 13 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
69
+ | MobileNet-v3-Large | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 4.016 ms | 0 - 10 MB | NPU | Use Export Script |
70
+ | MobileNet-v3-Large | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.218 ms | 0 - 29 MB | NPU | Use Export Script |
71
+ | MobileNet-v3-Large | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.943 ms | 0 - 4 MB | NPU | Use Export Script |
72
+ | MobileNet-v3-Large | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.163 ms | 0 - 13 MB | NPU | Use Export Script |
73
+ | MobileNet-v3-Large | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 3.115 ms | 0 - 12 MB | NPU | Use Export Script |
74
+ | MobileNet-v3-Large | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 4.016 ms | 0 - 10 MB | NPU | Use Export Script |
75
+ | MobileNet-v3-Large | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.939 ms | 0 - 2 MB | NPU | Use Export Script |
76
+ | MobileNet-v3-Large | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.512 ms | 0 - 17 MB | NPU | Use Export Script |
77
+ | MobileNet-v3-Large | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.949 ms | 0 - 3 MB | NPU | Use Export Script |
78
+ | MobileNet-v3-Large | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.163 ms | 0 - 13 MB | NPU | Use Export Script |
79
+ | MobileNet-v3-Large | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.95 ms | 0 - 37 MB | NPU | Use Export Script |
80
+ | MobileNet-v3-Large | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.824 ms | 0 - 44 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large_w8a16.onnx) |
81
+ | MobileNet-v3-Large | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.65 ms | 0 - 37 MB | NPU | Use Export Script |
82
+ | MobileNet-v3-Large | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.567 ms | 0 - 40 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large_w8a16.onnx) |
83
+ | MobileNet-v3-Large | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.551 ms | 0 - 21 MB | NPU | Use Export Script |
84
+ | MobileNet-v3-Large | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.58 ms | 0 - 30 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large_w8a16.onnx) |
85
+ | MobileNet-v3-Large | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.076 ms | 0 - 0 MB | NPU | Use Export Script |
86
+ | MobileNet-v3-Large | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.887 ms | 8 - 8 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large_w8a16.onnx) |
87
 
88
 
89
 
 
147
  MobileNet-v3-Large
148
  Device : cs_8275 (ANDROID 14)
149
  Runtime : TFLITE
150
+ Estimated inference time (ms) : 15.0
151
+ Estimated peak memory usage (MB): [0, 26]
152
  Total # Ops : 128
153
  Compute Unit(s) : npu (128 ops) gpu (0 ops) cpu (0 ops)
154
  ```
 
237
  You can also run the demo on-device.
238
 
239
  ```bash
240
+ python -m qai_hub_models.models.mobilenet_v3_large.demo --eval-mode on-device
241
  ```
242
 
243
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
244
  environment, please add the following to your cell (instead of the above).
245
  ```
246
+ %run -m qai_hub_models.models.mobilenet_v3_large.demo -- --eval-mode on-device
247
  ```
248
 
249