Hugging Face's logo

qualcomm
/
ResNet50

Image Classification
PyTorch
LiteRT
ONNX
backbone
android
Model card Files Community
qaihm-bot commited on
Commit
38283bb
·
verified ·
1 Parent(s): 5377c96

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +26 -25
README.md CHANGED
@@ -35,30 +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
- | ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 2.27 ms | 0 - 233 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
39
- | ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.386 ms | 0 - 173 MB | FP16 | NPU | [ResNet50.so](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.so) |
40
- | ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.297 ms | 1 - 2 MB | FP16 | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
41
- | ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.597 ms | 0 - 27 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
42
- | ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.71 ms | 0 - 24 MB | FP16 | NPU | [ResNet50.so](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.so) |
43
- | ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.722 ms | 1 - 81 MB | FP16 | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
44
- | ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.593 ms | 0 - 23 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
45
- | ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.635 ms | 0 - 22 MB | FP16 | NPU | Use Export Script |
46
- | ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.271 ms | 0 - 243 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
47
- | ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.172 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
48
- | ResNet50 | SA7255P ADP | SA7255P | TFLITE | 76.242 ms | 0 - 21 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
49
- | ResNet50 | SA7255P ADP | SA7255P | QNN | 77.456 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
50
- | ResNet50 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.273 ms | 2 - 246 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
51
- | ResNet50 | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.189 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
52
- | ResNet50 | SA8295P ADP | SA8295P | TFLITE | 3.761 ms | 0 - 15 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
53
- | ResNet50 | SA8295P ADP | SA8295P | QNN | 4.067 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
54
- | ResNet50 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.27 ms | 0 - 243 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
55
- | ResNet50 | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.179 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
56
- | ResNet50 | SA8775P ADP | SA8775P | TFLITE | 4.111 ms | 0 - 21 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
57
- | ResNet50 | SA8775P ADP | SA8775P | QNN | 4.234 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
58
- | ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.122 ms | 0 - 20 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
59
- | ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 3.141 ms | 1 - 18 MB | FP16 | NPU | Use Export Script |
60
- | ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.296 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
61
- | ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.326 ms | 50 - 50 MB | FP16 | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
 
62
 
63
 
64
 
@@ -123,7 +124,7 @@ ResNet50
123
  Device : Samsung Galaxy S23 (13)
124
  Runtime : TFLITE
125
  Estimated inference time (ms) : 2.3
126
- Estimated peak memory usage (MB): [0, 233]
127
  Total # Ops : 79
128
  Compute Unit(s) : NPU (79 ops)
129
  ```
 
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 2.279 ms | 0 - 244 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
39
+ | ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.394 ms | 0 - 173 MB | FP16 | NPU | [ResNet50.so](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.so) |
40
+ | ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.281 ms | 0 - 74 MB | FP16 | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
41
+ | ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.621 ms | 0 - 26 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
42
+ | ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.694 ms | 0 - 27 MB | FP16 | NPU | [ResNet50.so](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.so) |
43
+ | ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.738 ms | 0 - 81 MB | FP16 | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
44
+ | ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.553 ms | 0 - 25 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
45
+ | ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.409 ms | 0 - 23 MB | FP16 | NPU | Use Export Script |
46
+ | ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.654 ms | 0 - 33 MB | FP16 | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
47
+ | ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.266 ms | 0 - 244 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
48
+ | ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.183 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
49
+ | ResNet50 | SA7255P ADP | SA7255P | TFLITE | 76.255 ms | 0 - 23 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
50
+ | ResNet50 | SA7255P ADP | SA7255P | QNN | 77.474 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
51
+ | ResNet50 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.275 ms | 0 - 244 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
52
+ | ResNet50 | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.186 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
53
+ | ResNet50 | SA8295P ADP | SA8295P | TFLITE | 3.759 ms | 0 - 17 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
54
+ | ResNet50 | SA8295P ADP | SA8295P | QNN | 4.062 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
55
+ | ResNet50 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.275 ms | 0 - 243 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
56
+ | ResNet50 | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.19 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
57
+ | ResNet50 | SA8775P ADP | SA8775P | TFLITE | 4.107 ms | 0 - 23 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
58
+ | ResNet50 | SA8775P ADP | SA8775P | QNN | 4.21 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
59
+ | ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.108 ms | 0 - 22 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
60
+ | ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 3.133 ms | 1 - 20 MB | FP16 | NPU | Use Export Script |
61
+ | ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.291 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
62
+ | ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.315 ms | 50 - 50 MB | FP16 | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
63
 
64
 
65
 
 
124
  Device : Samsung Galaxy S23 (13)
125
  Runtime : TFLITE
126
  Estimated inference time (ms) : 2.3
127
+ Estimated peak memory usage (MB): [0, 244]
128
  Total # Ops : 79
129
  Compute Unit(s) : NPU (79 ops)
130
  ```