Hugging Face's logo

qualcomm
/
MobileNet-v2

Image Classification
PyTorch
LiteRT
backbone
real_time
android
Model card Files
xet
Community
qaihm-bot commited on
Commit
e58c5be
·
verified ·
1 Parent(s): 04aae23

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +58 -39
README.md CHANGED
@@ -1,6 +1,6 @@
1
  ---
2
  library_name: pytorch
3
- license: apache-2.0
4
  tags:
5
  - backbone
6
  - real_time
@@ -27,44 +27,63 @@ More details on model performance across various devices, can be found
27
 
28
  ### Model Details
29
 
30
- - **Model Type:** Image classification
31
  - **Model Stats:**
32
  - Model checkpoint: Imagenet
33
  - Input resolution: 224x224
34
  - Number of parameters: 3.49M
35
- - Model size: 13.3 MB
 
36
 
37
- | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
38
  |---|---|---|---|---|---|---|---|---|
39
- | MobileNet-v2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.857 ms | 0 - 62 MB | FP16 | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
40
- | MobileNet-v2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.969 ms | 0 - 38 MB | FP16 | NPU | [MobileNet-v2.so](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.so) |
41
- | MobileNet-v2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.732 ms | 0 - 28 MB | FP16 | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
42
- | MobileNet-v2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.576 ms | 0 - 33 MB | FP16 | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
43
- | MobileNet-v2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.654 ms | 0 - 28 MB | FP16 | NPU | [MobileNet-v2.so](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.so) |
44
- | MobileNet-v2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.488 ms | 0 - 35 MB | FP16 | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
45
- | MobileNet-v2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.558 ms | 0 - 23 MB | FP16 | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
46
- | MobileNet-v2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.628 ms | 0 - 16 MB | FP16 | NPU | Use Export Script |
47
- | MobileNet-v2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.416 ms | 0 - 21 MB | FP16 | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
48
- | MobileNet-v2 | SA7255P ADP | SA7255P | TFLITE | 12.812 ms | 0 - 19 MB | FP16 | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
49
- | MobileNet-v2 | SA7255P ADP | SA7255P | QNN | 12.824 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
50
- | MobileNet-v2 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.856 ms | 0 - 62 MB | FP16 | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
51
- | MobileNet-v2 | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.955 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
52
- | MobileNet-v2 | SA8295P ADP | SA8295P | TFLITE | 1.49 ms | 0 - 21 MB | FP16 | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
53
- | MobileNet-v2 | SA8295P ADP | SA8295P | QNN | 1.562 ms | 0 - 17 MB | FP16 | NPU | Use Export Script |
54
- | MobileNet-v2 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.86 ms | 0 - 62 MB | FP16 | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
55
- | MobileNet-v2 | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.954 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
56
- | MobileNet-v2 | SA8775P ADP | SA8775P | TFLITE | 1.468 ms | 0 - 20 MB | FP16 | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
57
- | MobileNet-v2 | SA8775P ADP | SA8775P | QNN | 1.54 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
58
- | MobileNet-v2 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 12.812 ms | 0 - 19 MB | FP16 | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
59
- | MobileNet-v2 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 12.824 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
60
- | MobileNet-v2 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.848 ms | 0 - 61 MB | FP16 | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
61
- | MobileNet-v2 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.952 ms | 1 - 5 MB | FP16 | NPU | Use Export Script |
62
- | MobileNet-v2 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.468 ms | 0 - 20 MB | FP16 | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
63
- | MobileNet-v2 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.54 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
64
- | MobileNet-v2 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.184 ms | 0 - 28 MB | FP16 | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
65
- | MobileNet-v2 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.25 ms | 0 - 28 MB | FP16 | NPU | Use Export Script |
66
- | MobileNet-v2 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.088 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
67
- | MobileNet-v2 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.799 ms | 7 - 7 MB | FP16 | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
68
 
69
 
70
 
@@ -126,12 +145,12 @@ python -m qai_hub_models.models.mobilenet_v2.export
126
  Profiling Results
127
  ------------------------------------------------------------
128
  MobileNet-v2
129
- Device : Samsung Galaxy S23 (13)
130
- Runtime : TFLITE
131
- Estimated inference time (ms) : 0.9
132
- Estimated peak memory usage (MB): [0, 62]
133
- Total # Ops : 71
134
- Compute Unit(s) : NPU (71 ops)
135
  ```
136
 
137
 
 
1
  ---
2
  library_name: pytorch
3
+ license: other
4
  tags:
5
  - backbone
6
  - real_time
 
27
 
28
  ### Model Details
29
 
30
+ - **Model Type:** Model_use_case.image_classification
31
  - **Model Stats:**
32
  - Model checkpoint: Imagenet
33
  - Input resolution: 224x224
34
  - Number of parameters: 3.49M
35
+ - Model size (float): 13.3 MB
36
+ - Model size (w8a8): 3.42 MB
37
 
38
+ | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
39
  |---|---|---|---|---|---|---|---|---|
40
+ | MobileNet-v2 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 2.801 ms | 0 - 19 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
41
+ | MobileNet-v2 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 2.788 ms | 1 - 10 MB | NPU | Use Export Script |
42
+ | MobileNet-v2 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.126 ms | 0 - 30 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
43
+ | MobileNet-v2 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.717 ms | 0 - 31 MB | NPU | Use Export Script |
44
+ | MobileNet-v2 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.854 ms | 0 - 62 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
45
+ | MobileNet-v2 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.948 ms | 1 - 4 MB | NPU | Use Export Script |
46
+ | MobileNet-v2 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.208 ms | 0 - 22 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
47
+ | MobileNet-v2 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.283 ms | 1 - 15 MB | NPU | Use Export Script |
48
+ | MobileNet-v2 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 2.801 ms | 0 - 19 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
49
+ | MobileNet-v2 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 2.788 ms | 1 - 10 MB | NPU | Use Export Script |
50
+ | MobileNet-v2 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.85 ms | 0 - 62 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
51
+ | MobileNet-v2 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.955 ms | 1 - 3 MB | NPU | Use Export Script |
52
+ | MobileNet-v2 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.485 ms | 0 - 23 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
53
+ | MobileNet-v2 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.53 ms | 0 - 20 MB | NPU | Use Export Script |
54
+ | MobileNet-v2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.854 ms | 0 - 62 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
55
+ | MobileNet-v2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.956 ms | 0 - 2 MB | NPU | Use Export Script |
56
+ | MobileNet-v2 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.208 ms | 0 - 22 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
57
+ | MobileNet-v2 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.283 ms | 1 - 15 MB | NPU | Use Export Script |
58
+ | MobileNet-v2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.858 ms | 0 - 62 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
59
+ | MobileNet-v2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.954 ms | 0 - 38 MB | NPU | Use Export Script |
60
+ | MobileNet-v2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.728 ms | 0 - 26 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
61
+ | MobileNet-v2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.574 ms | 0 - 31 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
62
+ | MobileNet-v2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.631 ms | 0 - 31 MB | NPU | Use Export Script |
63
+ | MobileNet-v2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.488 ms | 0 - 33 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
64
+ | MobileNet-v2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.605 ms | 0 - 22 MB | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
65
+ | MobileNet-v2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.522 ms | 1 - 28 MB | NPU | Use Export Script |
66
+ | MobileNet-v2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.452 ms | 0 - 28 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
67
+ | MobileNet-v2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.097 ms | 1 - 1 MB | NPU | Use Export Script |
68
+ | MobileNet-v2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.778 ms | 7 - 7 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
69
+ | MobileNet-v2 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 1.869 ms | 0 - 10 MB | NPU | Use Export Script |
70
+ | MobileNet-v2 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.144 ms | 0 - 23 MB | NPU | Use Export Script |
71
+ | MobileNet-v2 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.905 ms | 0 - 3 MB | NPU | Use Export Script |
72
+ | MobileNet-v2 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.13 ms | 0 - 15 MB | NPU | Use Export Script |
73
+ | MobileNet-v2 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 2.787 ms | 0 - 12 MB | NPU | Use Export Script |
74
+ | MobileNet-v2 | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 1.869 ms | 0 - 10 MB | NPU | Use Export Script |
75
+ | MobileNet-v2 | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.906 ms | 0 - 2 MB | NPU | Use Export Script |
76
+ | MobileNet-v2 | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.358 ms | 0 - 18 MB | NPU | Use Export Script |
77
+ | MobileNet-v2 | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.907 ms | 0 - 3 MB | NPU | Use Export Script |
78
+ | MobileNet-v2 | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.13 ms | 0 - 15 MB | NPU | Use Export Script |
79
+ | MobileNet-v2 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.9 ms | 0 - 24 MB | NPU | Use Export Script |
80
+ | MobileNet-v2 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 49.678 ms | 0 - 122 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.onnx) |
81
+ | MobileNet-v2 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.61 ms | 0 - 25 MB | NPU | Use Export Script |
82
+ | MobileNet-v2 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 38.784 ms | 2 - 355 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.onnx) |
83
+ | MobileNet-v2 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.503 ms | 0 - 22 MB | NPU | Use Export Script |
84
+ | MobileNet-v2 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 42.197 ms | 4 - 338 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.onnx) |
85
+ | MobileNet-v2 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.058 ms | 1 - 1 MB | NPU | Use Export Script |
86
+ | MobileNet-v2 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 51.248 ms | 29 - 29 MB | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2_w8a16.onnx) |
87
 
88
 
89
 
 
145
  Profiling Results
146
  ------------------------------------------------------------
147
  MobileNet-v2
148
+ Device : cs_8275 (ANDROID 14)
149
+ Runtime : TFLITE
150
+ Estimated inference time (ms) : 2.8
151
+ Estimated peak memory usage (MB): [0, 19]
152
+ Total # Ops : 71
153
+ Compute Unit(s) : npu (71 ops) gpu (0 ops) cpu (0 ops)
154
  ```
155
 
156