Hugging Face's logo

qualcomm
/
ResNet101Quantized

Image Classification
PyTorch
TF Lite
ONNX
backbone
quantized
android
Model card Files Community
qaihm-bot commited on
Commit
b48e5d5
·
verified ·
1 Parent(s): c292b65

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +29 -25
README.md CHANGED
@@ -36,30 +36,34 @@ 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
- | ResNet101Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.171 ms | 0 - 46 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
40
- | ResNet101Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.386 ms | 0 - 55 MB | INT8 | NPU | [ResNet101Quantized.so](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.so) |
41
- | ResNet101Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.876 ms | 0 - 38 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
42
- | ResNet101Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.038 ms | 0 - 29 MB | INT8 | NPU | [ResNet101Quantized.so](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.so) |
43
- | ResNet101Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.796 ms | 0 - 26 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
44
- | ResNet101Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.962 ms | 0 - 25 MB | INT8 | NPU | Use Export Script |
45
- | ResNet101Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 4.516 ms | 0 - 32 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
46
- | ResNet101Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 6.59 ms | 0 - 7 MB | INT8 | NPU | Use Export Script |
47
- | ResNet101Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 17.26 ms | 0 - 2 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
48
- | ResNet101Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.164 ms | 0 - 56 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
49
- | ResNet101Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.325 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
50
- | ResNet101Quantized | SA7255P ADP | SA7255P | TFLITE | 16.036 ms | 0 - 23 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
51
- | ResNet101Quantized | SA7255P ADP | SA7255P | QNN | 16.766 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
52
- | ResNet101Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.163 ms | 0 - 56 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
53
- | ResNet101Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.327 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
54
- | ResNet101Quantized | SA8295P ADP | SA8295P | TFLITE | 1.779 ms | 0 - 24 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
55
- | ResNet101Quantized | SA8295P ADP | SA8295P | QNN | 2.063 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
56
- | ResNet101Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.169 ms | 0 - 176 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
57
- | ResNet101Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.331 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
58
- | ResNet101Quantized | SA8775P ADP | SA8775P | TFLITE | 1.447 ms | 0 - 26 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
59
- | ResNet101Quantized | SA8775P ADP | SA8775P | QNN | 1.822 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
60
- | ResNet101Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.359 ms | 0 - 42 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
61
- | ResNet101Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.603 ms | 0 - 26 MB | INT8 | NPU | Use Export Script |
62
- | ResNet101Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.314 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
 
 
 
 
63
 
64
 
65
 
@@ -124,7 +128,7 @@ ResNet101Quantized
124
  Device : Samsung Galaxy S23 (13)
125
  Runtime : TFLITE
126
  Estimated inference time (ms) : 1.2
127
- Estimated peak memory usage (MB): [0, 46]
128
  Total # Ops : 150
129
  Compute Unit(s) : NPU (150 ops)
130
  ```
 
36
 
37
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
38
  |---|---|---|---|---|---|---|---|---|
39
+ | ResNet101Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.17 ms | 0 - 56 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
40
+ | ResNet101Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.384 ms | 0 - 56 MB | INT8 | NPU | [ResNet101Quantized.so](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.so) |
41
+ | ResNet101Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.149 ms | 0 - 82 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.onnx) |
42
+ | ResNet101Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.878 ms | 0 - 39 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
43
+ | ResNet101Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.075 ms | 0 - 27 MB | INT8 | NPU | [ResNet101Quantized.so](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.so) |
44
+ | ResNet101Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.555 ms | 0 - 59 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.onnx) |
45
+ | ResNet101Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.83 ms | 0 - 25 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
46
+ | ResNet101Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.968 ms | 0 - 27 MB | INT8 | NPU | Use Export Script |
47
+ | ResNet101Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.56 ms | 0 - 44 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.onnx) |
48
+ | ResNet101Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 4.595 ms | 0 - 31 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
49
+ | ResNet101Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 6.395 ms | 0 - 12 MB | INT8 | NPU | Use Export Script |
50
+ | ResNet101Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 17.631 ms | 0 - 2 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
51
+ | ResNet101Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.165 ms | 0 - 46 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
52
+ | ResNet101Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.325 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
53
+ | ResNet101Quantized | SA7255P ADP | SA7255P | TFLITE | 16.0 ms | 0 - 22 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
54
+ | ResNet101Quantized | SA7255P ADP | SA7255P | QNN | 16.92 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
55
+ | ResNet101Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.165 ms | 0 - 56 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
56
+ | ResNet101Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.328 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
57
+ | ResNet101Quantized | SA8295P ADP | SA8295P | TFLITE | 1.765 ms | 0 - 30 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
58
+ | ResNet101Quantized | SA8295P ADP | SA8295P | QNN | 2.23 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
59
+ | ResNet101Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.167 ms | 0 - 26 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
60
+ | ResNet101Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.33 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
61
+ | ResNet101Quantized | SA8775P ADP | SA8775P | TFLITE | 1.452 ms | 0 - 22 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
62
+ | ResNet101Quantized | SA8775P ADP | SA8775P | QNN | 1.812 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
63
+ | ResNet101Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.406 ms | 0 - 44 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
64
+ | ResNet101Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.615 ms | 0 - 32 MB | INT8 | NPU | Use Export Script |
65
+ | ResNet101Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.323 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
66
+ | ResNet101Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.088 ms | 48 - 48 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.onnx) |
67
 
68
 
69
 
 
128
  Device : Samsung Galaxy S23 (13)
129
  Runtime : TFLITE
130
  Estimated inference time (ms) : 1.2
131
+ Estimated peak memory usage (MB): [0, 56]
132
  Total # Ops : 150
133
  Compute Unit(s) : NPU (150 ops)
134
  ```