Hugging Face's logo

qualcomm
/
RegNet

Image Classification
PyTorch
LiteRT
ONNX
backbone
android
Model card Files Community
qaihm-bot commited on
Commit
629e083
·
verified ·
1 Parent(s): 5d3a5d5

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
- | RegNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 2.028 ms | 0 - 17 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
39
- | RegNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.981 ms | 1 - 3 MB | FP16 | NPU | [RegNet.so](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.so) |
40
- | RegNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.046 ms | 0 - 101 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
41
- | RegNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.394 ms | 0 - 77 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
42
- | RegNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.366 ms | 1 - 21 MB | FP16 | NPU | [RegNet.so](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.so) |
43
- | RegNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.39 ms | 0 - 55 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
44
- | RegNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.356 ms | 0 - 70 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
45
- | RegNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.352 ms | 1 - 46 MB | FP16 | NPU | Use Export Script |
46
- | RegNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.435 ms | 1 - 48 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
47
- | RegNet | SA7255P ADP | SA7255P | TFLITE | 69.081 ms | 0 - 64 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
48
- | RegNet | SA7255P ADP | SA7255P | QNN | 69.369 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
49
- | RegNet | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.023 ms | 0 - 166 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
50
- | RegNet | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.967 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
51
- | RegNet | SA8295P ADP | SA8295P | TFLITE | 3.549 ms | 0 - 65 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
52
- | RegNet | SA8295P ADP | SA8295P | QNN | 3.351 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
53
- | RegNet | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.017 ms | 0 - 155 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
54
- | RegNet | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.97 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
55
- | RegNet | SA8775P ADP | SA8775P | TFLITE | 3.894 ms | 0 - 66 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
56
- | RegNet | SA8775P ADP | SA8775P | QNN | 3.822 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
57
- | RegNet | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 69.081 ms | 0 - 64 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
58
- | RegNet | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 69.369 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
59
- | RegNet | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.001 ms | 0 - 150 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
60
- | RegNet | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.954 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
61
- | RegNet | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 3.894 ms | 0 - 66 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
62
- | RegNet | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 3.822 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
63
- | RegNet | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.839 ms | 0 - 75 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
64
- | RegNet | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.812 ms | 1 - 45 MB | FP16 | NPU | Use Export Script |
65
- | RegNet | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.171 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
66
- | RegNet | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.997 ms | 39 - 39 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
67
 
68
 
69
 
@@ -128,7 +128,7 @@ RegNet
128
  Device : Samsung Galaxy S23 (13)
129
  Runtime : TFLITE
130
  Estimated inference time (ms) : 2.0
131
- Estimated peak memory usage (MB): [0, 17]
132
  Total # Ops : 114
133
  Compute Unit(s) : NPU (114 ops)
134
  ```
 
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | RegNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 2.032 ms | 0 - 22 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
39
+ | RegNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.949 ms | 1 - 3 MB | FP16 | NPU | [RegNet.so](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.so) |
40
+ | RegNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.056 ms | 0 - 101 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
41
+ | RegNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.41 ms | 0 - 78 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
42
+ | RegNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.406 ms | 0 - 18 MB | FP16 | NPU | [RegNet.so](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.so) |
43
+ | RegNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.458 ms | 0 - 57 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
44
+ | RegNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.354 ms | 0 - 69 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
45
+ | RegNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.126 ms | 1 - 45 MB | FP16 | NPU | Use Export Script |
46
+ | RegNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.409 ms | 1 - 46 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
47
+ | RegNet | SA7255P ADP | SA7255P | TFLITE | 69.05 ms | 0 - 65 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
48
+ | RegNet | SA7255P ADP | SA7255P | QNN | 69.318 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
49
+ | RegNet | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.013 ms | 0 - 13 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
50
+ | RegNet | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.966 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
51
+ | RegNet | SA8295P ADP | SA8295P | TFLITE | 3.494 ms | 0 - 63 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
52
+ | RegNet | SA8295P ADP | SA8295P | QNN | 3.375 ms | 1 - 18 MB | FP16 | NPU | Use Export Script |
53
+ | RegNet | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.016 ms | 0 - 36 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
54
+ | RegNet | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.972 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
55
+ | RegNet | SA8775P ADP | SA8775P | TFLITE | 3.892 ms | 0 - 65 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
56
+ | RegNet | SA8775P ADP | SA8775P | QNN | 3.83 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
57
+ | RegNet | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 69.05 ms | 0 - 65 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
58
+ | RegNet | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 69.318 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
59
+ | RegNet | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.023 ms | 0 - 13 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
60
+ | RegNet | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.96 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
61
+ | RegNet | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 3.892 ms | 0 - 65 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
62
+ | RegNet | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 3.83 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
63
+ | RegNet | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.966 ms | 0 - 74 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
64
+ | RegNet | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.966 ms | 1 - 45 MB | FP16 | NPU | Use Export Script |
65
+ | RegNet | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.152 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
66
+ | RegNet | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.987 ms | 39 - 39 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
67
 
68
 
69
 
 
128
  Device : Samsung Galaxy S23 (13)
129
  Runtime : TFLITE
130
  Estimated inference time (ms) : 2.0
131
+ Estimated peak memory usage (MB): [0, 22]
132
  Total # Ops : 114
133
  Compute Unit(s) : NPU (114 ops)
134
  ```