Hugging Face's logo

qualcomm
/
ResNet101

Image Classification
PyTorch
backbone
bu_auto
android
Model card Files
xet
Community
qaihm-bot commited on
Commit
05853dc
·
verified ·
1 Parent(s): 9219cd7

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +24 -25
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
@@ -38,27 +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
- | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 3.46 ms | 0 - 2 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
42
- | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 3.504 ms | 0 - 149 MB | FP16 | NPU | [ResNet101.so](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.so) |
43
- | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 3.631 ms | 1 - 2 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
44
- | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 2.926 ms | 0 - 114 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
45
- | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.734 ms | 1 - 34 MB | FP16 | NPU | [ResNet101.so](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.so) |
46
- | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 3.791 ms | 0 - 118 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
47
- | ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 3.371 ms | 0 - 2 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
48
- | ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.275 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
49
- | ResNet101 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 3.407 ms | 0 - 2 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
50
- | ResNet101 | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.283 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
51
- | ResNet101 | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 3.391 ms | 0 - 6 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
52
- | ResNet101 | SA8775 (Proxy) | SA8775P Proxy | QNN | 3.321 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
53
- | ResNet101 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 3.422 ms | 0 - 5 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
54
- | ResNet101 | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.286 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
55
- | ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 4.81 ms | 0 - 92 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
56
- | ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 4.825 ms | 1 - 22 MB | FP16 | NPU | Use Export Script |
57
- | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.377 ms | 0 - 43 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
58
- | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.401 ms | 1 - 33 MB | FP16 | NPU | Use Export Script |
59
- | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.51 ms | 0 - 46 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
60
- | ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.453 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
61
- | ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.58 ms | 86 - 86 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
 
 
62
 
63
 
64
 
@@ -122,7 +121,7 @@ Profiling Results
122
  ResNet101
123
  Device : Samsung Galaxy S23 (13)
124
  Runtime : TFLITE
125
- Estimated inference time (ms) : 3.5
126
  Estimated peak memory usage (MB): [0, 2]
127
  Total # Ops : 147
128
  Compute Unit(s) : NPU (147 ops)
 
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
+ | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 3.411 ms | 0 - 2 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
39
+ | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 3.464 ms | 0 - 169 MB | FP16 | NPU | [ResNet101.so](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.so) |
40
+ | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 3.565 ms | 0 - 97 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
41
+ | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 2.452 ms | 0 - 115 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
42
+ | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.502 ms | 1 - 35 MB | FP16 | NPU | [ResNet101.so](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.so) |
43
+ | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2.551 ms | 0 - 118 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
44
+ | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.008 ms | 0 - 43 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
45
+ | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.403 ms | 0 - 32 MB | FP16 | NPU | Use Export Script |
46
+ | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.168 ms | 0 - 45 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
47
+ | ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 3.368 ms | 0 - 2 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
48
+ | ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.278 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
49
+ | ResNet101 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 3.384 ms | 0 - 2 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
50
+ | ResNet101 | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.271 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
51
+ | ResNet101 | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 3.412 ms | 0 - 2 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
52
+ | ResNet101 | SA8775 (Proxy) | SA8775P Proxy | QNN | 3.305 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
53
+ | ResNet101 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 3.394 ms | 0 - 111 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
54
+ | ResNet101 | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.308 ms | 3 - 4 MB | FP16 | NPU | Use Export Script |
55
+ | ResNet101 | SA8295P ADP | SA8295P | TFLITE | 5.693 ms | 0 - 24 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
56
+ | ResNet101 | SA8295P ADP | SA8295P | QNN | 6.358 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
57
+ | ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 4.741 ms | 0 - 92 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
58
+ | ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 4.832 ms | 1 - 22 MB | FP16 | NPU | Use Export Script |
59
+ | ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.463 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
60
+ | ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.593 ms | 87 - 87 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
61
 
62
 
63
 
 
121
  ResNet101
122
  Device : Samsung Galaxy S23 (13)
123
  Runtime : TFLITE
124
+ Estimated inference time (ms) : 3.4
125
  Estimated peak memory usage (MB): [0, 2]
126
  Total # Ops : 147
127
  Compute Unit(s) : NPU (147 ops)