Hugging Face's logo

qualcomm
/
ResNet50

Image Classification
PyTorch
LiteRT
ONNX
backbone
android
Model card Files Community
qaihm-bot commited on
Commit
4324f75
·
verified ·
1 Parent(s): 3301cf4

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +30 -30
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
- | ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 2.272 ms | 0 - 337 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
39
- | ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.187 ms | 1 - 3 MB | FP16 | NPU | [ResNet50.so](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.so) |
40
- | ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.3 ms | 0 - 192 MB | FP16 | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
41
- | ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.625 ms | 0 - 75 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
42
- | ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.599 ms | 1 - 19 MB | FP16 | NPU | [ResNet50.so](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.so) |
43
- | ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.669 ms | 0 - 39 MB | FP16 | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
44
- | ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.518 ms | 0 - 61 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
45
- | ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.551 ms | 1 - 31 MB | FP16 | NPU | Use Export Script |
46
- | ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.576 ms | 1 - 31 MB | FP16 | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
47
- | ResNet50 | SA7255P ADP | SA7255P | TFLITE | 76.215 ms | 0 - 56 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
48
- | ResNet50 | SA7255P ADP | SA7255P | QNN | 77.198 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
49
- | ResNet50 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.267 ms | 0 - 342 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
50
- | ResNet50 | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.191 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
51
- | ResNet50 | SA8295P ADP | SA8295P | TFLITE | 3.723 ms | 0 - 53 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
52
- | ResNet50 | SA8295P ADP | SA8295P | QNN | 3.609 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
53
- | ResNet50 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.277 ms | 0 - 339 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
54
- | ResNet50 | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.185 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
55
- | ResNet50 | SA8775P ADP | SA8775P | TFLITE | 4.106 ms | 0 - 57 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
56
- | ResNet50 | SA8775P ADP | SA8775P | QNN | 3.968 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
57
- | ResNet50 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 76.215 ms | 0 - 56 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
58
- | ResNet50 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 77.198 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
59
- | ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.253 ms | 0 - 337 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
60
- | ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.174 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
61
- | ResNet50 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 4.106 ms | 0 - 57 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
62
- | ResNet50 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 3.968 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
63
- | ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.071 ms | 0 - 74 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
64
- | ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 3.046 ms | 1 - 31 MB | FP16 | NPU | Use Export Script |
65
- | ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.266 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
66
- | ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.201 ms | 50 - 50 MB | FP16 | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
67
 
68
 
69
 
@@ -128,7 +128,7 @@ ResNet50
128
  Device : Samsung Galaxy S23 (13)
129
  Runtime : TFLITE
130
  Estimated inference time (ms) : 2.3
131
- Estimated peak memory usage (MB): [0, 337]
132
  Total # Ops : 79
133
  Compute Unit(s) : NPU (79 ops)
134
  ```
 
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 | 2.273 ms | 0 - 348 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
39
+ | ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.185 ms | 1 - 3 MB | FP16 | NPU | [ResNet50.so](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.so) |
40
+ | ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.289 ms | 0 - 167 MB | FP16 | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
41
+ | ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.617 ms | 0 - 75 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
42
+ | ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.604 ms | 0 - 20 MB | FP16 | NPU | [ResNet50.so](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.so) |
43
+ | ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.639 ms | 0 - 37 MB | FP16 | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
44
+ | ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.506 ms | 0 - 59 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
45
+ | ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.519 ms | 1 - 30 MB | FP16 | NPU | Use Export Script |
46
+ | ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.614 ms | 1 - 31 MB | FP16 | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
47
+ | ResNet50 | SA7255P ADP | SA7255P | TFLITE | 76.235 ms | 0 - 56 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
48
+ | ResNet50 | SA7255P ADP | SA7255P | QNN | 77.135 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
49
+ | ResNet50 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.263 ms | 0 - 352 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
50
+ | ResNet50 | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.188 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
51
+ | ResNet50 | SA8295P ADP | SA8295P | TFLITE | 3.724 ms | 0 - 55 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
52
+ | ResNet50 | SA8295P ADP | SA8295P | QNN | 3.607 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
53
+ | ResNet50 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.256 ms | 0 - 347 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
54
+ | ResNet50 | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.186 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
55
+ | ResNet50 | SA8775P ADP | SA8775P | TFLITE | 4.124 ms | 0 - 56 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
56
+ | ResNet50 | SA8775P ADP | SA8775P | QNN | 3.958 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
57
+ | ResNet50 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 76.235 ms | 0 - 56 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
58
+ | ResNet50 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 77.135 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
59
+ | ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.26 ms | 0 - 353 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
60
+ | ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.19 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
61
+ | ResNet50 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 4.124 ms | 0 - 56 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
62
+ | ResNet50 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 3.958 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
63
+ | ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.151 ms | 0 - 75 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
64
+ | ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 3.171 ms | 1 - 31 MB | FP16 | NPU | Use Export Script |
65
+ | ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.274 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
66
+ | ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.198 ms | 50 - 50 MB | FP16 | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
67
 
68
 
69
 
 
128
  Device : Samsung Galaxy S23 (13)
129
  Runtime : TFLITE
130
  Estimated inference time (ms) : 2.3
131
+ Estimated peak memory usage (MB): [0, 348]
132
  Total # Ops : 79
133
  Compute Unit(s) : NPU (79 ops)
134
  ```