Hugging Face's logo

qualcomm
/
MNASNet05

Image Classification
PyTorch
backbone
bu_auto
android
Model card Files
xet
Community
qaihm-bot commited on
Commit
81e55c9
·
verified ·
1 Parent(s): 88c19e6

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +26 -26
README.md CHANGED
@@ -35,31 +35,31 @@ 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 | 0.76 ms | 0 - 175 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
39
- | MNASNet05 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.818 ms | 1 - 32 MB | FP16 | NPU | [MNASNet05.so](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.so) |
40
- | MNASNet05 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.743 ms | 0 - 151 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
41
- | MNASNet05 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.511 ms | 0 - 20 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
42
- | MNASNet05 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.561 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 | 0.541 ms | 0 - 53 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
44
- | MNASNet05 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.417 ms | 0 - 14 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
45
- | MNASNet05 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.582 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
46
- | MNASNet05 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.566 ms | 0 - 23 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
47
- | MNASNet05 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.753 ms | 0 - 31 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
48
- | MNASNet05 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.767 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
49
- | MNASNet05 | SA7255P ADP | SA7255P | TFLITE | 10.855 ms | 0 - 14 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
50
- | MNASNet05 | SA7255P ADP | SA7255P | QNN | 11.087 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
51
- | MNASNet05 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.759 ms | 0 - 4 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
52
- | MNASNet05 | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.765 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
53
- | MNASNet05 | SA8295P ADP | SA8295P | TFLITE | 1.434 ms | 0 - 10 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
54
- | MNASNet05 | SA8295P ADP | SA8295P | QNN | 1.541 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
55
- | MNASNet05 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.754 ms | 0 - 31 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
56
- | MNASNet05 | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.762 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
57
- | MNASNet05 | SA8775P ADP | SA8775P | TFLITE | 1.333 ms | 0 - 15 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
58
- | MNASNet05 | SA8775P ADP | SA8775P | QNN | 1.509 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
59
- | MNASNet05 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.043 ms | 0 - 22 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
60
- | MNASNet05 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.104 ms | 1 - 17 MB | FP16 | NPU | Use Export Script |
61
- | MNASNet05 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.904 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
62
- | MNASNet05 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.823 ms | 7 - 7 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
63
 
64
 
65
 
@@ -124,7 +124,7 @@ MNASNet05
124
  Device : Samsung Galaxy S23 (13)
125
  Runtime : TFLITE
126
  Estimated inference time (ms) : 0.8
127
- Estimated peak memory usage (MB): [0, 175]
128
  Total # Ops : 71
129
  Compute Unit(s) : NPU (71 ops)
130
  ```
 
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 | 0.755 ms | 0 - 32 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
39
+ | MNASNet05 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.825 ms | 0 - 32 MB | FP16 | NPU | [MNASNet05.so](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.so) |
40
+ | MNASNet05 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.752 ms | 0 - 24 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
41
+ | MNASNet05 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.513 ms | 0 - 19 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
42
+ | MNASNet05 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.562 ms | 1 - 23 MB | FP16 | NPU | [MNASNet05.so](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.so) |
43
+ | MNASNet05 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.52 ms | 0 - 29 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
44
+ | MNASNet05 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.42 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 | 0.58 ms | 0 - 19 MB | FP16 | NPU | Use Export Script |
46
+ | MNASNet05 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.603 ms | 0 - 23 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
47
+ | MNASNet05 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.758 ms | 0 - 43 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
48
+ | MNASNet05 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.769 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
49
+ | MNASNet05 | SA7255P ADP | SA7255P | TFLITE | 10.825 ms | 0 - 13 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
50
+ | MNASNet05 | SA7255P ADP | SA7255P | QNN | 11.051 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
51
+ | MNASNet05 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.76 ms | 0 - 32 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
52
+ | MNASNet05 | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.766 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
53
+ | MNASNet05 | SA8295P ADP | SA8295P | TFLITE | 1.451 ms | 0 - 18 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
54
+ | MNASNet05 | SA8295P ADP | SA8295P | QNN | 1.672 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
55
+ | MNASNet05 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.758 ms | 0 - 33 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
56
+ | MNASNet05 | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.764 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
57
+ | MNASNet05 | SA8775P ADP | SA8775P | TFLITE | 1.337 ms | 0 - 13 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
58
+ | MNASNet05 | SA8775P ADP | SA8775P | QNN | 1.508 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
59
+ | MNASNet05 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.027 ms | 0 - 16 MB | FP16 | NPU | [MNASNet05.tflite](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.tflite) |
60
+ | MNASNet05 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.139 ms | 1 - 19 MB | FP16 | NPU | Use Export Script |
61
+ | MNASNet05 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.899 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
62
+ | MNASNet05 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.816 ms | 7 - 7 MB | FP16 | NPU | [MNASNet05.onnx](https://huggingface.co/qualcomm/MNASNet05/blob/main/MNASNet05.onnx) |
63
 
64
 
65
 
 
124
  Device : Samsung Galaxy S23 (13)
125
  Runtime : TFLITE
126
  Estimated inference time (ms) : 0.8
127
+ Estimated peak memory usage (MB): [0, 32]
128
  Total # Ops : 71
129
  Compute Unit(s) : NPU (71 ops)
130
  ```