qaihm-bot commited on
Commit
def4d8d
·
verified ·
1 Parent(s): d1502d2

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +27 -27
README.md CHANGED
@@ -35,31 +35,31 @@ 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 | 2.06 ms | 0 - 122 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
39
- | RegNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.126 ms | 1 - 80 MB | FP16 | NPU | [RegNet.so](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.so) |
40
- | RegNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.17 ms | 0 - 2 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
41
- | RegNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.396 ms | 0 - 31 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
42
- | RegNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.474 ms | 1 - 31 MB | FP16 | NPU | [RegNet.so](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.so) |
43
- | RegNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.572 ms | 0 - 147 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
44
- | RegNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.387 ms | 0 - 32 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
45
- | RegNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.479 ms | 0 - 30 MB | FP16 | NPU | Use Export Script |
46
- | RegNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.553 ms | 0 - 75 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
47
- | RegNet | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.035 ms | 0 - 112 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
48
- | RegNet | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.023 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
49
- | RegNet | SA7255P ADP | SA7255P | TFLITE | 69.247 ms | 0 - 27 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
50
- | RegNet | SA7255P ADP | SA7255P | QNN | 69.713 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
51
- | RegNet | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.026 ms | 0 - 102 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
52
- | RegNet | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.041 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
53
- | RegNet | SA8295P ADP | SA8295P | TFLITE | 3.551 ms | 0 - 26 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
54
- | RegNet | SA8295P ADP | SA8295P | QNN | 3.538 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
55
- | RegNet | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.044 ms | 0 - 102 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
56
- | RegNet | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.028 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
57
- | RegNet | SA8775P ADP | SA8775P | TFLITE | 3.942 ms | 0 - 28 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
58
- | RegNet | SA8775P ADP | SA8775P | QNN | 4.135 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
59
- | RegNet | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.808 ms | 0 - 25 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
60
- | RegNet | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.959 ms | 1 - 25 MB | FP16 | NPU | Use Export Script |
61
- | RegNet | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.213 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
62
- | RegNet | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.227 ms | 41 - 41 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
63
 
64
 
65
 
@@ -123,8 +123,8 @@ Profiling Results
123
  RegNet
124
  Device : Samsung Galaxy S23 (13)
125
  Runtime : TFLITE
126
- Estimated inference time (ms) : 2.1
127
- Estimated peak memory usage (MB): [0, 122]
128
  Total # Ops : 114
129
  Compute Unit(s) : NPU (114 ops)
130
  ```
 
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 | 2.037 ms | 0 - 112 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
39
+ | RegNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.129 ms | 0 - 80 MB | FP16 | NPU | [RegNet.so](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.so) |
40
+ | RegNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.156 ms | 0 - 74 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
41
+ | RegNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.4 ms | 0 - 34 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
42
+ | RegNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.488 ms | 0 - 31 MB | FP16 | NPU | [RegNet.so](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.so) |
43
+ | RegNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.612 ms | 1 - 36 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
44
+ | RegNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.361 ms | 0 - 32 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
45
+ | RegNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.47 ms | 0 - 31 MB | FP16 | NPU | Use Export Script |
46
+ | RegNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.569 ms | 0 - 32 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
47
+ | RegNet | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.024 ms | 0 - 122 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
48
+ | RegNet | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.033 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
49
+ | RegNet | SA7255P ADP | SA7255P | TFLITE | 69.213 ms | 0 - 28 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
50
+ | RegNet | SA7255P ADP | SA7255P | QNN | 69.668 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
51
+ | RegNet | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.036 ms | 0 - 122 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
52
+ | RegNet | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.053 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
53
+ | RegNet | SA8295P ADP | SA8295P | TFLITE | 3.554 ms | 0 - 26 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
54
+ | RegNet | SA8295P ADP | SA8295P | QNN | 3.693 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
55
+ | RegNet | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.064 ms | 0 - 122 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
56
+ | RegNet | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.029 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
57
+ | RegNet | SA8775P ADP | SA8775P | TFLITE | 3.944 ms | 0 - 28 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
58
+ | RegNet | SA8775P ADP | SA8775P | QNN | 4.054 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
59
+ | RegNet | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.803 ms | 0 - 25 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
60
+ | RegNet | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.886 ms | 1 - 27 MB | FP16 | NPU | Use Export Script |
61
+ | RegNet | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.211 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
62
+ | RegNet | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.229 ms | 41 - 41 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
63
 
64
 
65
 
 
123
  RegNet
124
  Device : Samsung Galaxy S23 (13)
125
  Runtime : TFLITE
126
+ Estimated inference time (ms) : 2.0
127
+ Estimated peak memory usage (MB): [0, 112]
128
  Total # Ops : 114
129
  Compute Unit(s) : NPU (114 ops)
130
  ```