Hugging Face's logo

qualcomm
/
EfficientNet-B0

Image Classification
PyTorch
LiteRT
backbone
bu_auto
android
Model card Files
xet
Community
qaihm-bot commited on
Commit
f60294e
·
verified ·
1 Parent(s): 279d46d

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +31 -26
README.md CHANGED
@@ -1,10 +1,10 @@
1
  ---
2
  library_name: pytorch
3
  license: bsd-3-clause
4
- pipeline_tag: image-classification
5
  tags:
6
  - backbone
7
  - android
 
8
 
9
  ---
10
 
@@ -35,30 +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
- | EfficientNet-B0 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.604 ms | 0 - 91 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
39
- | EfficientNet-B0 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.672 ms | 0 - 82 MB | FP16 | NPU | [EfficientNet-B0.so](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.so) |
40
- | EfficientNet-B0 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.605 ms | 0 - 76 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
41
- | EfficientNet-B0 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.128 ms | 0 - 22 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
42
- | EfficientNet-B0 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.178 ms | 1 - 25 MB | FP16 | NPU | [EfficientNet-B0.so](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.so) |
43
- | EfficientNet-B0 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.14 ms | 0 - 28 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
44
- | EfficientNet-B0 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.133 ms | 0 - 23 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
45
- | EfficientNet-B0 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.964 ms | 1 - 23 MB | FP16 | NPU | Use Export Script |
46
- | EfficientNet-B0 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.21 ms | 1 - 27 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
47
- | EfficientNet-B0 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.603 ms | 0 - 91 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
48
- | EfficientNet-B0 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.573 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
49
- | EfficientNet-B0 | SA7255P ADP | SA7255P | TFLITE | 22.4 ms | 0 - 15 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
50
- | EfficientNet-B0 | SA7255P ADP | SA7255P | QNN | 22.377 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
51
- | EfficientNet-B0 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.599 ms | 0 - 81 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
52
- | EfficientNet-B0 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.569 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
53
- | EfficientNet-B0 | SA8295P ADP | SA8295P | TFLITE | 3.826 ms | 0 - 25 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
54
- | EfficientNet-B0 | SA8295P ADP | SA8295P | QNN | 3.872 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
55
- | EfficientNet-B0 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.6 ms | 0 - 82 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
56
- | EfficientNet-B0 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.572 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
57
- | EfficientNet-B0 | SA8775P ADP | SA8775P | TFLITE | 2.558 ms | 0 - 16 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
58
- | EfficientNet-B0 | SA8775P ADP | SA8775P | QNN | 2.698 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
59
- | EfficientNet-B0 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 3.189 ms | 1 - 30 MB | FP16 | NPU | Use Export Script |
60
- | EfficientNet-B0 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.756 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
61
- | EfficientNet-B0 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.696 ms | 15 - 15 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
 
 
 
 
 
62
 
63
 
64
 
@@ -123,7 +128,7 @@ EfficientNet-B0
123
  Device : Samsung Galaxy S23 (13)
124
  Runtime : TFLITE
125
  Estimated inference time (ms) : 1.6
126
- Estimated peak memory usage (MB): [0, 91]
127
  Total # Ops : 245
128
  Compute Unit(s) : NPU (245 ops)
129
  ```
 
1
  ---
2
  library_name: pytorch
3
  license: bsd-3-clause
 
4
  tags:
5
  - backbone
6
  - android
7
+ pipeline_tag: image-classification
8
 
9
  ---
10
 
 
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | EfficientNet-B0 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.601 ms | 0 - 82 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
39
+ | EfficientNet-B0 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.574 ms | 1 - 3 MB | FP16 | NPU | [EfficientNet-B0.so](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.so) |
40
+ | EfficientNet-B0 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.605 ms | 0 - 38 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
41
+ | EfficientNet-B0 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.123 ms | 0 - 22 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
42
+ | EfficientNet-B0 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.097 ms | 0 - 19 MB | FP16 | NPU | [EfficientNet-B0.so](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.so) |
43
+ | EfficientNet-B0 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.126 ms | 1 - 34 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
44
+ | EfficientNet-B0 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.128 ms | 0 - 25 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
45
+ | EfficientNet-B0 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.963 ms | 1 - 20 MB | FP16 | NPU | Use Export Script |
46
+ | EfficientNet-B0 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.188 ms | 1 - 24 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
47
+ | EfficientNet-B0 | SA7255P ADP | SA7255P | TFLITE | 22.409 ms | 0 - 14 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
48
+ | EfficientNet-B0 | SA7255P ADP | SA7255P | QNN | 22.385 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
49
+ | EfficientNet-B0 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.605 ms | 0 - 92 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
50
+ | EfficientNet-B0 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.566 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
51
+ | EfficientNet-B0 | SA8295P ADP | SA8295P | TFLITE | 3.79 ms | 0 - 18 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
52
+ | EfficientNet-B0 | SA8295P ADP | SA8295P | QNN | 4.287 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
53
+ | EfficientNet-B0 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.607 ms | 0 - 92 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
54
+ | EfficientNet-B0 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.562 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
55
+ | EfficientNet-B0 | SA8775P ADP | SA8775P | TFLITE | 2.553 ms | 0 - 14 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
56
+ | EfficientNet-B0 | SA8775P ADP | SA8775P | QNN | 2.728 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
57
+ | EfficientNet-B0 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 22.409 ms | 0 - 14 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
58
+ | EfficientNet-B0 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 22.385 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
59
+ | EfficientNet-B0 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.6 ms | 0 - 92 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
60
+ | EfficientNet-B0 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.564 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
61
+ | EfficientNet-B0 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.553 ms | 0 - 14 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
62
+ | EfficientNet-B0 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 2.728 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
63
+ | EfficientNet-B0 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.067 ms | 0 - 27 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
64
+ | EfficientNet-B0 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 3.15 ms | 1 - 24 MB | FP16 | NPU | Use Export Script |
65
+ | EfficientNet-B0 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.766 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
66
+ | EfficientNet-B0 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.672 ms | 16 - 16 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
67
 
68
 
69
 
 
128
  Device : Samsung Galaxy S23 (13)
129
  Runtime : TFLITE
130
  Estimated inference time (ms) : 1.6
131
+ Estimated peak memory usage (MB): [0, 82]
132
  Total # Ops : 245
133
  Compute Unit(s) : NPU (245 ops)
134
  ```