Hugging Face's logo

qualcomm
/
ResNet101Quantized

Image Classification
PyTorch
TF Lite
ONNX
backbone
quantized
android
Model card Files Community
qaihm-bot commited on
Commit
568cb55
·
verified ·
1 Parent(s): e3c8596

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +34 -30
README.md CHANGED
@@ -1,11 +1,11 @@
1
  ---
2
  library_name: pytorch
3
  license: bsd-3-clause
4
- pipeline_tag: image-classification
5
  tags:
6
  - backbone
7
  - quantized
8
  - android
 
9
 
10
  ---
11
 
@@ -36,34 +36,38 @@ 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 | 1.167 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 | 1.389 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 | 2.115 ms | 0 - 84 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.onnx) |
42
- | ResNet101Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.875 ms | 0 - 45 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
43
- | ResNet101Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.061 ms | 0 - 28 MB | INT8 | NPU | [ResNet101Quantized.so](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.so) |
44
- | ResNet101Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.656 ms | 0 - 61 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.onnx) |
45
- | ResNet101Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.819 ms | 0 - 33 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
46
- | ResNet101Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.887 ms | 0 - 34 MB | INT8 | NPU | Use Export Script |
47
- | ResNet101Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.558 ms | 0 - 46 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.onnx) |
48
- | ResNet101Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 4.489 ms | 0 - 30 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
49
- | ResNet101Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 6.394 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
50
- | ResNet101Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 17.737 ms | 0 - 12 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
51
- | ResNet101Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.153 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 | 15.874 ms | 0 - 22 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
54
- | ResNet101Quantized | SA7255P ADP | SA7255P | QNN | 16.678 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
55
- | ResNet101Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.172 ms | 0 - 46 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
56
- | ResNet101Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.327 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
57
- | ResNet101Quantized | SA8295P ADP | SA8295P | TFLITE | 1.768 ms | 0 - 29 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
58
- | ResNet101Quantized | SA8295P ADP | SA8295P | QNN | 2.63 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
59
- | ResNet101Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.167 ms | 0 - 56 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
60
- | ResNet101Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.328 ms | 0 - 3 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 | 1.83 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
63
- | ResNet101Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.361 ms | 0 - 41 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
64
- | ResNet101Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.603 ms | 0 - 30 MB | INT8 | NPU | Use Export Script |
65
- | ResNet101Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.359 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
66
- | ResNet101Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.173 ms | 48 - 48 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.onnx) |
 
 
 
 
67
 
68
 
69
 
@@ -128,7 +132,7 @@ ResNet101Quantized
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
  ```
 
1
  ---
2
  library_name: pytorch
3
  license: bsd-3-clause
 
4
  tags:
5
  - backbone
6
  - quantized
7
  - android
8
+ pipeline_tag: image-classification
9
 
10
  ---
11
 
 
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 | 1.169 ms | 0 - 11 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
40
+ | ResNet101Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.32 ms | 0 - 3 MB | INT8 | NPU | [ResNet101Quantized.so](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.so) |
41
+ | ResNet101Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.277 ms | 0 - 81 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.onnx) |
42
+ | ResNet101Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.889 ms | 0 - 41 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
43
+ | ResNet101Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.015 ms | 0 - 16 MB | INT8 | NPU | [ResNet101Quantized.so](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.so) |
44
+ | ResNet101Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.513 ms | 0 - 60 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.onnx) |
45
+ | ResNet101Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.796 ms | 0 - 36 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
46
+ | ResNet101Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.882 ms | 0 - 31 MB | INT8 | NPU | Use Export Script |
47
+ | ResNet101Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.375 ms | 0 - 45 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.onnx) |
48
+ | ResNet101Quantized | SA7255P ADP | SA7255P | TFLITE | 15.898 ms | 0 - 21 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
49
+ | ResNet101Quantized | SA7255P ADP | SA7255P | QNN | 16.684 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
50
+ | ResNet101Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.166 ms | 0 - 56 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
51
+ | ResNet101Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.344 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
52
+ | ResNet101Quantized | SA8295P ADP | SA8295P | TFLITE | 1.789 ms | 0 - 22 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
53
+ | ResNet101Quantized | SA8295P ADP | SA8295P | QNN | 2.224 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
54
+ | ResNet101Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.17 ms | 0 - 57 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
55
+ | ResNet101Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.329 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
56
+ | ResNet101Quantized | SA8775P ADP | SA8775P | TFLITE | 1.471 ms | 0 - 21 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
57
+ | ResNet101Quantized | SA8775P ADP | SA8775P | QNN | 1.778 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
58
+ | ResNet101Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 4.57 ms | 0 - 30 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
59
+ | ResNet101Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 6.363 ms | 0 - 12 MB | INT8 | NPU | Use Export Script |
60
+ | ResNet101Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 17.46 ms | 0 - 2 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
61
+ | ResNet101Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 15.898 ms | 0 - 21 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
62
+ | ResNet101Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 16.684 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
63
+ | ResNet101Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.163 ms | 0 - 11 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
64
+ | ResNet101Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.328 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
65
+ | ResNet101Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.471 ms | 0 - 21 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
66
+ | ResNet101Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.778 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
67
+ | ResNet101Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.375 ms | 0 - 44 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
68
+ | ResNet101Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.605 ms | 0 - 25 MB | INT8 | NPU | Use Export Script |
69
+ | ResNet101Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.31 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
70
+ | ResNet101Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.183 ms | 48 - 48 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.onnx) |
71
 
72
 
73
 
 
132
  Device : Samsung Galaxy S23 (13)
133
  Runtime : TFLITE
134
  Estimated inference time (ms) : 1.2
135
+ Estimated peak memory usage (MB): [0, 11]
136
  Total # Ops : 150
137
  Compute Unit(s) : NPU (150 ops)
138
  ```