Hugging Face's logo

qualcomm
/
MNASNet05

Image Classification
PyTorch
LiteRT
backbone
android
Model card Files
xet
Community
qaihm-bot commited on
Commit
ff5a69d
·
verified ·
1 Parent(s): 8bae7dc

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +30 -30
README.md CHANGED
@@ -35,35 +35,35 @@ More details on model performance across various devices, can be found
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
- | MNASNet05 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.722 ms | 0 - 42 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
39
- | MNASNet05 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.705 ms | 1 - 3 MB | FP16 | NPU | [MNASNet05.so](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.so) |
40
- | MNASNet05 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.619 ms | 0 - 33 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
41
- | MNASNet05 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.485 ms | 0 - 29 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
42
- | MNASNet05 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.481 ms | 1 - 20 MB | FP16 | NPU | [MNASNet05.so](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.so) |
43
- | MNASNet05 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.411 ms | 0 - 34 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
44
- | MNASNet05 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.387 ms | 0 - 19 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
45
- | MNASNet05 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.506 ms | 1 - 22 MB | FP16 | NPU | Use Export Script |
46
- | MNASNet05 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.437 ms | 0 - 19 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
47
- | MNASNet05 | SA7255P ADP | SA7255P | TFLITE | 10.675 ms | 0 - 16 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
48
- | MNASNet05 | SA7255P ADP | SA7255P | QNN | 10.686 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
49
- | MNASNet05 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.719 ms | 0 - 45 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
50
- | MNASNet05 | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.701 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
51
- | MNASNet05 | SA8295P ADP | SA8295P | TFLITE | 1.448 ms | 0 - 21 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
52
- | MNASNet05 | SA8295P ADP | SA8295P | QNN | 1.373 ms | 1 - 18 MB | FP16 | NPU | Use Export Script |
53
- | MNASNet05 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.717 ms | 0 - 47 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
54
- | MNASNet05 | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.704 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
55
- | MNASNet05 | SA8775P ADP | SA8775P | TFLITE | 1.29 ms | 0 - 16 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
56
- | MNASNet05 | SA8775P ADP | SA8775P | QNN | 1.249 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
57
- | MNASNet05 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 10.675 ms | 0 - 16 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
58
- | MNASNet05 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 10.686 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
59
- | MNASNet05 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.716 ms | 0 - 44 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
60
- | MNASNet05 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.706 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
61
- | MNASNet05 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.29 ms | 0 - 16 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
62
- | MNASNet05 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.249 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
63
- | MNASNet05 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.119 ms | 0 - 28 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
64
- | MNASNet05 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.115 ms | 0 - 31 MB | FP16 | NPU | Use Export Script |
65
- | MNASNet05 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.832 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
66
- | MNASNet05 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.626 ms | 5 - 5 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
67
 
68
 
69
 
@@ -128,7 +128,7 @@ MNASNet05
128
  Device : Samsung Galaxy S23 (13)
129
  Runtime : TFLITE
130
  Estimated inference time (ms) : 0.7
131
- Estimated peak memory usage (MB): [0, 42]
132
  Total # Ops : 71
133
  Compute Unit(s) : NPU (71 ops)
134
  ```
 
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | MNASNet05 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.718 ms | 0 - 45 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
39
+ | MNASNet05 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.703 ms | 1 - 3 MB | FP16 | NPU | [MNASNet05.so](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.so) |
40
+ | MNASNet05 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.581 ms | 0 - 33 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
41
+ | MNASNet05 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.482 ms | 0 - 33 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
42
+ | MNASNet05 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.478 ms | 1 - 18 MB | FP16 | NPU | [MNASNet05.so](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.so) |
43
+ | MNASNet05 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.389 ms | 0 - 34 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
44
+ | MNASNet05 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.464 ms | 0 - 19 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
45
+ | MNASNet05 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.47 ms | 0 - 20 MB | FP16 | NPU | Use Export Script |
46
+ | MNASNet05 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.409 ms | 1 - 19 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
47
+ | MNASNet05 | SA7255P ADP | SA7255P | TFLITE | 10.693 ms | 0 - 17 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
48
+ | MNASNet05 | SA7255P ADP | SA7255P | QNN | 10.666 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
49
+ | MNASNet05 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.716 ms | 0 - 47 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
50
+ | MNASNet05 | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.702 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
51
+ | MNASNet05 | SA8295P ADP | SA8295P | TFLITE | 1.435 ms | 0 - 20 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
52
+ | MNASNet05 | SA8295P ADP | SA8295P | QNN | 1.376 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
53
+ | MNASNet05 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.719 ms | 0 - 46 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
54
+ | MNASNet05 | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.7 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
55
+ | MNASNet05 | SA8775P ADP | SA8775P | TFLITE | 1.275 ms | 0 - 16 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
56
+ | MNASNet05 | SA8775P ADP | SA8775P | QNN | 1.247 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
57
+ | MNASNet05 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 10.693 ms | 0 - 17 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
58
+ | MNASNet05 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 10.666 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
59
+ | MNASNet05 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.717 ms | 0 - 45 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
60
+ | MNASNet05 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.707 ms | 1 - 12 MB | FP16 | NPU | Use Export Script |
61
+ | MNASNet05 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.275 ms | 0 - 16 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
62
+ | MNASNet05 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.247 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
63
+ | MNASNet05 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.097 ms | 0 - 29 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
64
+ | MNASNet05 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.096 ms | 1 - 28 MB | FP16 | NPU | Use Export Script |
65
+ | MNASNet05 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.853 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
66
+ | MNASNet05 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.624 ms | 5 - 5 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
67
 
68
 
69
 
 
128
  Device : Samsung Galaxy S23 (13)
129
  Runtime : TFLITE
130
  Estimated inference time (ms) : 0.7
131
+ Estimated peak memory usage (MB): [0, 45]
132
  Total # Ops : 71
133
  Compute Unit(s) : NPU (71 ops)
134
  ```