Hugging Face's logo

qualcomm
/
MobileNet-v2

Image Classification
PyTorch
LiteRT
ONNX
backbone
real_time
android
Model card Files Community
qaihm-bot commited on
Commit
a7c4067
·
verified ·
1 Parent(s): a10c5d2

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +25 -25
README.md CHANGED
@@ -36,30 +36,30 @@ More details on model performance across various devices, can be found
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 | 0.876 ms | 0 - 57 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 | 1.087 ms | 1 - 50 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 | 0.9 ms | 0 - 9 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 | 0.585 ms | 0 - 14 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 | 0.725 ms | 0 - 20 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 | 0.647 ms | 0 - 65 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 | 0.59 ms | 0 - 15 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 | 0.759 ms | 0 - 13 MB | FP16 | NPU | Use Export Script |
47
- | MobileNet-v2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.543 ms | 0 - 25 MB | FP16 | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
48
- | MobileNet-v2 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.883 ms | 0 - 40 MB | FP16 | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
49
- | MobileNet-v2 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.032 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
50
- | MobileNet-v2 | SA7255P ADP | SA7255P | TFLITE | 12.926 ms | 0 - 15 MB | FP16 | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
51
- | MobileNet-v2 | SA7255P ADP | SA7255P | QNN | 13.322 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
52
- | MobileNet-v2 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.882 ms | 0 - 49 MB | FP16 | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
53
- | MobileNet-v2 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.035 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
54
- | MobileNet-v2 | SA8295P ADP | SA8295P | TFLITE | 1.49 ms | 0 - 11 MB | FP16 | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
55
- | MobileNet-v2 | SA8295P ADP | SA8295P | QNN | 1.755 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
56
- | MobileNet-v2 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.881 ms | 0 - 50 MB | FP16 | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
57
- | MobileNet-v2 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.042 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
58
- | MobileNet-v2 | SA8775P ADP | SA8775P | TFLITE | 1.484 ms | 0 - 16 MB | FP16 | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
59
- | MobileNet-v2 | SA8775P ADP | SA8775P | QNN | 1.898 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
60
- | MobileNet-v2 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.058 ms | 0 - 23 MB | FP16 | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
61
- | MobileNet-v2 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.277 ms | 1 - 23 MB | FP16 | NPU | Use Export Script |
62
- | MobileNet-v2 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.192 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
63
  | MobileNet-v2 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.967 ms | 9 - 9 MB | FP16 | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
64
 
65
 
@@ -125,7 +125,7 @@ MobileNet-v2
125
  Device : Samsung Galaxy S23 (13)
126
  Runtime : TFLITE
127
  Estimated inference time (ms) : 0.9
128
- Estimated peak memory usage (MB): [0, 57]
129
  Total # Ops : 71
130
  Compute Unit(s) : NPU (71 ops)
131
  ```
 
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 | 0.877 ms | 0 - 40 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 | 1.09 ms | 1 - 49 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 | 0.907 ms | 0 - 35 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 | 0.587 ms | 0 - 26 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 | 0.721 ms | 0 - 22 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 | 0.611 ms | 0 - 26 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 | 0.605 ms | 0 - 24 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 | 0.733 ms | 0 - 21 MB | FP16 | NPU | Use Export Script |
47
+ | MobileNet-v2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.563 ms | 1 - 24 MB | FP16 | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
48
+ | MobileNet-v2 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.883 ms | 0 - 50 MB | FP16 | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
49
+ | MobileNet-v2 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.043 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
50
+ | MobileNet-v2 | SA7255P ADP | SA7255P | TFLITE | 12.919 ms | 0 - 13 MB | FP16 | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
51
+ | MobileNet-v2 | SA7255P ADP | SA7255P | QNN | 13.26 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
52
+ | MobileNet-v2 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.881 ms | 0 - 49 MB | FP16 | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
53
+ | MobileNet-v2 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.034 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
54
+ | MobileNet-v2 | SA8295P ADP | SA8295P | TFLITE | 1.469 ms | 0 - 19 MB | FP16 | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
55
+ | MobileNet-v2 | SA8295P ADP | SA8295P | QNN | 1.923 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
56
+ | MobileNet-v2 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.882 ms | 0 - 50 MB | FP16 | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
57
+ | MobileNet-v2 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.049 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
58
+ | MobileNet-v2 | SA8775P ADP | SA8775P | TFLITE | 1.469 ms | 0 - 14 MB | FP16 | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
59
+ | MobileNet-v2 | SA8775P ADP | SA8775P | QNN | 1.876 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
60
+ | MobileNet-v2 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.081 ms | 0 - 24 MB | FP16 | NPU | [MobileNet-v2.tflite](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.tflite) |
61
+ | MobileNet-v2 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.28 ms | 1 - 23 MB | FP16 | NPU | Use Export Script |
62
+ | MobileNet-v2 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.189 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
63
  | MobileNet-v2 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.967 ms | 9 - 9 MB | FP16 | NPU | [MobileNet-v2.onnx](https://huggingface.co/qualcomm/MobileNet-v2/blob/main/MobileNet-v2.onnx) |
64
 
65
 
 
125
  Device : Samsung Galaxy S23 (13)
126
  Runtime : TFLITE
127
  Estimated inference time (ms) : 0.9
128
+ Estimated peak memory usage (MB): [0, 40]
129
  Total # Ops : 71
130
  Compute Unit(s) : NPU (71 ops)
131
  ```