Hugging Face's logo

qualcomm
/
ResNet18

Image Classification
PyTorch
LiteRT
backbone
bu_auto
android
Model card Files
xet
Community
qaihm-bot commited on
Commit
9fbafef
·
verified ·
1 Parent(s): b62bba4

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +24 -24
README.md CHANGED
@@ -1,7 +1,4 @@
1
  ---
2
- datasets:
3
- - imagenet-1k
4
- - imagenet-22k
5
  library_name: pytorch
6
  license: bsd-3-clause
7
  pipeline_tag: image-classification
@@ -38,26 +35,29 @@ More details on model performance across various devices, can be found
38
 
39
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
40
  |---|---|---|---|---|---|---|---|---|
41
- | ResNet18 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.384 ms | 0 - 2 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
42
- | ResNet18 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.459 ms | 0 - 79 MB | FP16 | NPU | [ResNet18.so](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.so) |
43
- | ResNet18 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.337 ms | 0 - 25 MB | FP16 | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
44
- | ResNet18 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.074 ms | 0 - 28 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
45
- | ResNet18 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.114 ms | 1 - 13 MB | FP16 | NPU | [ResNet18.so](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.so) |
46
- | ResNet18 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.057 ms | 0 - 29 MB | FP16 | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
47
- | ResNet18 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.383 ms | 0 - 26 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
48
- | ResNet18 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.322 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
49
- | ResNet18 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.387 ms | 0 - 5 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
50
- | ResNet18 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.322 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
51
- | ResNet18 | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 1.385 ms | 0 - 20 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
52
- | ResNet18 | SA8775 (Proxy) | SA8775P Proxy | QNN | 1.327 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
53
- | ResNet18 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.386 ms | 0 - 1 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
54
- | ResNet18 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.326 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
55
- | ResNet18 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.943 ms | 0 - 26 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
56
- | ResNet18 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.994 ms | 1 - 17 MB | FP16 | NPU | Use Export Script |
57
- | ResNet18 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.799 ms | 0 - 16 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
58
- | ResNet18 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.971 ms | 0 - 16 MB | FP16 | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
59
- | ResNet18 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.432 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
60
- | ResNet18 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.316 ms | 23 - 23 MB | FP16 | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
 
 
 
61
 
62
 
63
 
@@ -122,7 +122,7 @@ ResNet18
122
  Device : Samsung Galaxy S23 (13)
123
  Runtime : TFLITE
124
  Estimated inference time (ms) : 1.4
125
- Estimated peak memory usage (MB): [0, 2]
126
  Total # Ops : 38
127
  Compute Unit(s) : NPU (38 ops)
128
  ```
 
1
  ---
 
 
 
2
  library_name: pytorch
3
  license: bsd-3-clause
4
  pipeline_tag: image-classification
 
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | ResNet18 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.387 ms | 0 - 14 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
39
+ | ResNet18 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.474 ms | 1 - 89 MB | FP16 | NPU | [ResNet18.so](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.so) |
40
+ | ResNet18 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.313 ms | 0 - 2 MB | FP16 | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
41
+ | ResNet18 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.973 ms | 0 - 27 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
42
+ | ResNet18 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.002 ms | 0 - 15 MB | FP16 | NPU | [ResNet18.so](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.so) |
43
+ | ResNet18 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.97 ms | 0 - 28 MB | FP16 | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
44
+ | ResNet18 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.813 ms | 0 - 16 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
45
+ | ResNet18 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.008 ms | 0 - 11 MB | FP16 | NPU | Use Export Script |
46
+ | ResNet18 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.836 ms | 0 - 15 MB | FP16 | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
47
+ | ResNet18 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.382 ms | 0 - 5 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
48
+ | ResNet18 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.316 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
49
+ | ResNet18 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.382 ms | 0 - 2 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
50
+ | ResNet18 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.327 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
51
+ | ResNet18 | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 1.386 ms | 0 - 27 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
52
+ | ResNet18 | SA8775 (Proxy) | SA8775P Proxy | QNN | 1.321 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
53
+ | ResNet18 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.385 ms | 0 - 2 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
54
+ | ResNet18 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.324 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
55
+ | ResNet18 | SA8295P ADP | SA8295P | TFLITE | 2.489 ms | 0 - 14 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
56
+ | ResNet18 | SA8295P ADP | SA8295P | QNN | 2.439 ms | 0 - 5 MB | FP16 | NPU | Use Export Script |
57
+ | ResNet18 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.937 ms | 0 - 27 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
58
+ | ResNet18 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.994 ms | 1 - 18 MB | FP16 | NPU | Use Export Script |
59
+ | ResNet18 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.465 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
60
+ | ResNet18 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.349 ms | 23 - 23 MB | FP16 | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
61
 
62
 
63
 
 
122
  Device : Samsung Galaxy S23 (13)
123
  Runtime : TFLITE
124
  Estimated inference time (ms) : 1.4
125
+ Estimated peak memory usage (MB): [0, 14]
126
  Total # Ops : 38
127
  Compute Unit(s) : NPU (38 ops)
128
  ```