Hugging Face's logo

qualcomm
/
EfficientNet-B0

Image Classification
PyTorch
backbone
bu_auto
android
Model card Files
xet
Community
qaihm-bot commited on
Commit
f75a351
·
verified ·
1 Parent(s): b878002

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +25 -25
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
- | EfficientNet-B0 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.613 ms | 0 - 81 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 | 1.686 ms | 0 - 328 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 | 1.58 ms | 0 - 237 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 | 1.129 ms | 0 - 18 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 | 1.176 ms | 0 - 20 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 | 1.158 ms | 0 - 82 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 | 1.123 ms | 0 - 15 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 | 1.179 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
46
- | EfficientNet-B0 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.178 ms | 0 - 35 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 | 1.602 ms | 0 - 92 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 | 1.561 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
49
- | EfficientNet-B0 | SA7255P ADP | SA7255P | TFLITE | 22.567 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 | 22.504 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
51
- | EfficientNet-B0 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.603 ms | 0 - 92 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 | 1.574 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
53
- | EfficientNet-B0 | SA8295P ADP | SA8295P | TFLITE | 3.784 ms | 0 - 15 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
54
- | EfficientNet-B0 | SA8295P ADP | SA8295P | QNN | 3.675 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
55
- | EfficientNet-B0 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.613 ms | 0 - 91 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 | 1.57 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
57
- | EfficientNet-B0 | SA8775P ADP | SA8775P | TFLITE | 2.556 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 | 2.683 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
59
- | EfficientNet-B0 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.083 ms | 0 - 23 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
60
- | EfficientNet-B0 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 3.163 ms | 1 - 25 MB | FP16 | NPU | Use Export Script |
61
- | EfficientNet-B0 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.782 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
62
- | EfficientNet-B0 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.694 ms | 15 - 15 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
63
 
64
 
65
 
@@ -124,7 +124,7 @@ EfficientNet-B0
124
  Device : Samsung Galaxy S23 (13)
125
  Runtime : TFLITE
126
  Estimated inference time (ms) : 1.6
127
- Estimated peak memory usage (MB): [0, 81]
128
  Total # Ops : 245
129
  Compute Unit(s) : NPU (245 ops)
130
  ```
 
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 - 93 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 | 1.663 ms | 0 - 81 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 | 1.615 ms | 1 - 2 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 | 1.131 ms | 0 - 20 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 | 1.176 ms | 0 - 20 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 | 1.133 ms | 0 - 86 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 | 1.124 ms | 0 - 18 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 | 0.955 ms | 1 - 18 MB | FP16 | NPU | Use Export Script |
46
+ | EfficientNet-B0 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.963 ms | 0 - 37 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 | 1.606 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 | 1.571 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
49
+ | EfficientNet-B0 | SA7255P ADP | SA7255P | TFLITE | 22.489 ms | 0 - 16 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
50
+ | EfficientNet-B0 | SA7255P ADP | SA7255P | QNN | 22.489 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
51
+ | EfficientNet-B0 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.612 ms | 0 - 92 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 | 1.572 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
53
+ | EfficientNet-B0 | SA8295P ADP | SA8295P | TFLITE | 3.8 ms | 0 - 16 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
54
+ | EfficientNet-B0 | SA8295P ADP | SA8295P | QNN | 3.805 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
55
+ | EfficientNet-B0 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.602 ms | 0 - 91 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 | 1.574 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
57
+ | EfficientNet-B0 | SA8775P ADP | SA8775P | TFLITE | 2.577 ms | 0 - 18 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
58
+ | EfficientNet-B0 | SA8775P ADP | SA8775P | QNN | 2.733 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
59
+ | EfficientNet-B0 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.095 ms | 0 - 29 MB | FP16 | NPU | [EfficientNet-B0.tflite](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.tflite) |
60
+ | EfficientNet-B0 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 3.176 ms | 1 - 27 MB | FP16 | NPU | Use Export Script |
61
+ | EfficientNet-B0 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.746 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
62
+ | EfficientNet-B0 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.663 ms | 15 - 15 MB | FP16 | NPU | [EfficientNet-B0.onnx](https://huggingface.co/qualcomm/EfficientNet-B0/blob/main/EfficientNet-B0.onnx) |
63
 
64
 
65
 
 
124
  Device : Samsung Galaxy S23 (13)
125
  Runtime : TFLITE
126
  Estimated inference time (ms) : 1.6
127
+ Estimated peak memory usage (MB): [0, 93]
128
  Total # Ops : 245
129
  Compute Unit(s) : NPU (245 ops)
130
  ```