Hugging Face's logo

qualcomm
/
ResNet101

Image Classification
PyTorch
backbone
bu_auto
android
Model card Files
xet
Community
qaihm-bot commited on
Commit
8214615
·
verified ·
1 Parent(s): 6c4a861

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +31 -31
README.md CHANGED
@@ -35,35 +35,35 @@ 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
- | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 3.365 ms | 0 - 113 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
39
- | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 3.311 ms | 1 - 3 MB | FP16 | NPU | [ResNet101.so](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.so) |
40
- | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 3.353 ms | 0 - 200 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
41
- | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 2.434 ms | 0 - 117 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
42
- | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.419 ms | 0 - 18 MB | FP16 | NPU | [ResNet101.so](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.so) |
43
- | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2.39 ms | 0 - 45 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
44
- | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.294 ms | 0 - 92 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
45
- | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.301 ms | 1 - 39 MB | FP16 | NPU | Use Export Script |
46
- | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.375 ms | 1 - 38 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
47
- | ResNet101 | SA7255P ADP | SA7255P | TFLITE | 135.287 ms | 0 - 88 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
48
- | ResNet101 | SA7255P ADP | SA7255P | QNN | 136.109 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
49
- | ResNet101 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 3.328 ms | 0 - 326 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
50
- | ResNet101 | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.351 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
51
- | ResNet101 | SA8295P ADP | SA8295P | TFLITE | 5.666 ms | 0 - 79 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
52
- | ResNet101 | SA8295P ADP | SA8295P | QNN | 5.489 ms | 1 - 18 MB | FP16 | NPU | Use Export Script |
53
- | ResNet101 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 3.351 ms | 0 - 374 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
54
- | ResNet101 | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.318 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
55
- | ResNet101 | SA8775P ADP | SA8775P | TFLITE | 6.607 ms | 0 - 87 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
56
- | ResNet101 | SA8775P ADP | SA8775P | QNN | 6.424 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
57
- | ResNet101 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 135.287 ms | 0 - 88 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
58
- | ResNet101 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 136.109 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
59
- | ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 3.339 ms | 0 - 210 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
60
- | ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.282 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
61
- | ResNet101 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 6.607 ms | 0 - 87 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
62
- | ResNet101 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 6.424 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
63
- | ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 4.846 ms | 0 - 112 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
64
- | ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 4.916 ms | 1 - 32 MB | FP16 | NPU | Use Export Script |
65
- | ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.448 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
66
- | ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.415 ms | 87 - 87 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
67
 
68
 
69
 
@@ -127,8 +127,8 @@ Profiling Results
127
  ResNet101
128
  Device : Samsung Galaxy S23 (13)
129
  Runtime : TFLITE
130
- Estimated inference time (ms) : 3.4
131
- Estimated peak memory usage (MB): [0, 113]
132
  Total # Ops : 147
133
  Compute Unit(s) : NPU (147 ops)
134
  ```
 
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 3.336 ms | 0 - 375 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
39
+ | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 3.373 ms | 1 - 45 MB | FP16 | NPU | [ResNet101.so](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.so) |
40
+ | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 3.345 ms | 0 - 204 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
41
+ | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 2.425 ms | 0 - 117 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
42
+ | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.459 ms | 1 - 44 MB | FP16 | NPU | [ResNet101.so](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.so) |
43
+ | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2.426 ms | 0 - 43 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
44
+ | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.295 ms | 0 - 92 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
45
+ | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.308 ms | 1 - 39 MB | FP16 | NPU | Use Export Script |
46
+ | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.349 ms | 1 - 37 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
47
+ | ResNet101 | SA7255P ADP | SA7255P | TFLITE | 135.307 ms | 0 - 87 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
48
+ | ResNet101 | SA7255P ADP | SA7255P | QNN | 136.142 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
49
+ | ResNet101 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 3.323 ms | 0 - 16 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
50
+ | ResNet101 | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.323 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
51
+ | ResNet101 | SA8295P ADP | SA8295P | TFLITE | 5.629 ms | 0 - 78 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
52
+ | ResNet101 | SA8295P ADP | SA8295P | QNN | 5.505 ms | 1 - 18 MB | FP16 | NPU | Use Export Script |
53
+ | ResNet101 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 3.389 ms | 0 - 307 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
54
+ | ResNet101 | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.267 ms | 1 - 12 MB | FP16 | NPU | Use Export Script |
55
+ | ResNet101 | SA8775P ADP | SA8775P | TFLITE | 6.581 ms | 0 - 86 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
56
+ | ResNet101 | SA8775P ADP | SA8775P | QNN | 6.448 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
57
+ | ResNet101 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 135.307 ms | 0 - 87 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
58
+ | ResNet101 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 136.142 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
59
+ | ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 3.333 ms | 0 - 416 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
60
+ | ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.318 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
61
+ | ResNet101 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 6.581 ms | 0 - 86 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
62
+ | ResNet101 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 6.448 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
63
+ | ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 5.023 ms | 0 - 108 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
64
+ | ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 4.816 ms | 1 - 31 MB | FP16 | NPU | Use Export Script |
65
+ | ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.452 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
66
+ | ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.416 ms | 86 - 86 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
67
 
68
 
69
 
 
127
  ResNet101
128
  Device : Samsung Galaxy S23 (13)
129
  Runtime : TFLITE
130
+ Estimated inference time (ms) : 3.3
131
+ Estimated peak memory usage (MB): [0, 375]
132
  Total # Ops : 147
133
  Compute Unit(s) : NPU (147 ops)
134
  ```