Hugging Face's logo

qualcomm
/
ResNet50Quantized

Image Classification
PyTorch
TF Lite
ONNX
backbone
quantized
android
Model card Files Community
qaihm-bot commited on
Commit
99b502b
•
1 Parent(s): b21a2f4

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +23 -23
README.md CHANGED
@@ -36,28 +36,28 @@ More details on model performance across various devices, can be found
36
 
37
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
38
  |---|---|---|---|---|---|---|---|---|
39
- | ResNet50Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.778 ms | 0 - 1 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
40
- | ResNet50Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.002 ms | 0 - 42 MB | INT8 | NPU | [ResNet50Quantized.so](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.so) |
41
- | ResNet50Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.589 ms | 0 - 64 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
42
- | ResNet50Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.749 ms | 0 - 16 MB | INT8 | NPU | [ResNet50Quantized.so](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.so) |
43
- | ResNet50Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.548 ms | 0 - 23 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
44
- | ResNet50Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.718 ms | 0 - 15 MB | INT8 | NPU | Use Export Script |
45
- | ResNet50Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 3.003 ms | 0 - 28 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
46
- | ResNet50Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 4.093 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
47
- | ResNet50Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 11.445 ms | 0 - 5 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
48
- | ResNet50Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.783 ms | 0 - 242 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
49
- | ResNet50Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.941 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
50
- | ResNet50Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.785 ms | 0 - 17 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
51
- | ResNet50Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.949 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
52
- | ResNet50Quantized | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 0.787 ms | 0 - 11 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
53
- | ResNet50Quantized | SA8775 (Proxy) | SA8775P Proxy | QNN | 0.947 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
54
- | ResNet50Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.793 ms | 0 - 1 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
55
- | ResNet50Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.941 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
56
- | ResNet50Quantized | SA8295P ADP | SA8295P | TFLITE | 1.247 ms | 0 - 22 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
57
- | ResNet50Quantized | SA8295P ADP | SA8295P | QNN | 1.563 ms | 0 - 5 MB | INT8 | NPU | Use Export Script |
58
- | ResNet50Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.909 ms | 0 - 64 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
59
- | ResNet50Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.136 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
60
- | ResNet50Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.004 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
61
 
62
 
63
 
@@ -122,7 +122,7 @@ ResNet50Quantized
122
  Device : Samsung Galaxy S23 (13)
123
  Runtime : TFLITE
124
  Estimated inference time (ms) : 0.8
125
- Estimated peak memory usage (MB): [0, 1]
126
  Total # Ops : 82
127
  Compute Unit(s) : NPU (82 ops)
128
  ```
 
36
 
37
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
38
  |---|---|---|---|---|---|---|---|---|
39
+ | ResNet50Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.787 ms | 0 - 16 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
40
+ | ResNet50Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.999 ms | 0 - 261 MB | INT8 | NPU | [ResNet50Quantized.so](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.so) |
41
+ | ResNet50Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.59 ms | 0 - 63 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
42
+ | ResNet50Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.779 ms | 0 - 18 MB | INT8 | NPU | [ResNet50Quantized.so](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.so) |
43
+ | ResNet50Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.506 ms | 0 - 23 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
44
+ | ResNet50Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.722 ms | 0 - 15 MB | INT8 | NPU | Use Export Script |
45
+ | ResNet50Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 2.693 ms | 0 - 25 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
46
+ | ResNet50Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 4.071 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
47
+ | ResNet50Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 11.509 ms | 0 - 2 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
48
+ | ResNet50Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.775 ms | 0 - 1 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
49
+ | ResNet50Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.944 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
50
+ | ResNet50Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.79 ms | 0 - 2 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
51
+ | ResNet50Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.951 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
52
+ | ResNet50Quantized | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 0.785 ms | 0 - 1 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
53
+ | ResNet50Quantized | SA8775 (Proxy) | SA8775P Proxy | QNN | 0.949 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
54
+ | ResNet50Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.788 ms | 0 - 1 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
55
+ | ResNet50Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.949 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
56
+ | ResNet50Quantized | SA8295P ADP | SA8295P | TFLITE | 1.254 ms | 0 - 22 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
57
+ | ResNet50Quantized | SA8295P ADP | SA8295P | QNN | 1.753 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
58
+ | ResNet50Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.906 ms | 0 - 64 MB | INT8 | NPU | [ResNet50Quantized.tflite](https://huggingface.co/qualcomm/ResNet50Quantized/blob/main/ResNet50Quantized.tflite) |
59
+ | ResNet50Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.139 ms | 0 - 19 MB | INT8 | NPU | Use Export Script |
60
+ | ResNet50Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.997 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
61
 
62
 
63
 
 
122
  Device : Samsung Galaxy S23 (13)
123
  Runtime : TFLITE
124
  Estimated inference time (ms) : 0.8
125
+ Estimated peak memory usage (MB): [0, 16]
126
  Total # Ops : 82
127
  Compute Unit(s) : NPU (82 ops)
128
  ```