Hugging Face's logo

qualcomm
/
Swin-Small

Image Classification
PyTorch
LiteRT
backbone
bu_auto
android
Model card Files
xet
Community
qaihm-bot commited on
Commit
041fc88
·
verified ·
1 Parent(s): 1b22444

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +23 -23
README.md CHANGED
@@ -35,29 +35,29 @@ 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
- | Swin-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 18.651 ms | 0 - 3 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
39
- | Swin-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 21.479 ms | 0 - 41 MB | FP16 | NPU | [Swin-Small.so](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.so) |
40
- | Swin-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 34.608 ms | 1 - 4 MB | FP16 | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
41
- | Swin-Small | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 12.878 ms | 0 - 530 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
42
- | Swin-Small | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 14.308 ms | 0 - 159 MB | FP16 | NPU | [Swin-Small.so](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.so) |
43
- | Swin-Small | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 23.516 ms | 1 - 787 MB | FP16 | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
44
- | Swin-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 11.718 ms | 0 - 235 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
45
- | Swin-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 12.458 ms | 1 - 161 MB | FP16 | NPU | Use Export Script |
46
- | Swin-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 20.34 ms | 0 - 312 MB | FP16 | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
47
- | Swin-Small | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 18.679 ms | 0 - 3 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
48
- | Swin-Small | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 20.284 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
49
- | Swin-Small | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 18.703 ms | 0 - 2 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
50
- | Swin-Small | SA8255 (Proxy) | SA8255P Proxy | QNN | 20.488 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
51
- | Swin-Small | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 18.696 ms | 0 - 3 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
52
- | Swin-Small | SA8775 (Proxy) | SA8775P Proxy | QNN | 20.631 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
53
- | Swin-Small | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 18.789 ms | 0 - 3 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
54
- | Swin-Small | SA8650 (Proxy) | SA8650P Proxy | QNN | 20.64 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
55
- | Swin-Small | SA8295P ADP | SA8295P | TFLITE | 27.079 ms | 0 - 215 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
56
- | Swin-Small | SA8295P ADP | SA8295P | QNN | 28.916 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
57
  | Swin-Small | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 24.173 ms | 0 - 510 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
58
- | Swin-Small | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 25.787 ms | 0 - 153 MB | FP16 | NPU | Use Export Script |
59
- | Swin-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 21.288 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
60
- | Swin-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 38.045 ms | 118 - 118 MB | FP16 | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
61
 
62
 
63
 
@@ -121,7 +121,7 @@ Profiling Results
121
  Swin-Small
122
  Device : Samsung Galaxy S23 (13)
123
  Runtime : TFLITE
124
- Estimated inference time (ms) : 18.7
125
  Estimated peak memory usage (MB): [0, 3]
126
  Total # Ops : 1563
127
  Compute Unit(s) : NPU (1563 ops)
 
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | Swin-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 18.792 ms | 0 - 3 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
39
+ | Swin-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 21.109 ms | 0 - 40 MB | FP16 | NPU | [Swin-Small.so](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.so) |
40
+ | Swin-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 34.188 ms | 0 - 130 MB | FP16 | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
41
+ | Swin-Small | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 12.781 ms | 0 - 528 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
42
+ | Swin-Small | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 14.548 ms | 0 - 161 MB | FP16 | NPU | [Swin-Small.so](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.so) |
43
+ | Swin-Small | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 23.63 ms | 1 - 787 MB | FP16 | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
44
+ | Swin-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 9.771 ms | 0 - 231 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
45
+ | Swin-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 12.58 ms | 1 - 161 MB | FP16 | NPU | Use Export Script |
46
+ | Swin-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 20.44 ms | 0 - 318 MB | FP16 | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
47
+ | Swin-Small | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 18.668 ms | 0 - 3 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
48
+ | Swin-Small | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 20.113 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
49
+ | Swin-Small | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 18.669 ms | 0 - 3 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
50
+ | Swin-Small | SA8255 (Proxy) | SA8255P Proxy | QNN | 20.593 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
51
+ | Swin-Small | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 18.712 ms | 0 - 3 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
52
+ | Swin-Small | SA8775 (Proxy) | SA8775P Proxy | QNN | 20.645 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
53
+ | Swin-Small | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 18.756 ms | 0 - 3 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
54
+ | Swin-Small | SA8650 (Proxy) | SA8650P Proxy | QNN | 20.743 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
55
+ | Swin-Small | SA8295P ADP | SA8295P | TFLITE | 26.993 ms | 0 - 215 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
56
+ | Swin-Small | SA8295P ADP | SA8295P | QNN | 28.889 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
57
  | Swin-Small | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 24.173 ms | 0 - 510 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
58
+ | Swin-Small | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 25.947 ms | 1 - 156 MB | FP16 | NPU | Use Export Script |
59
+ | Swin-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 21.225 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
60
+ | Swin-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 37.962 ms | 118 - 118 MB | FP16 | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
61
 
62
 
63
 
 
121
  Swin-Small
122
  Device : Samsung Galaxy S23 (13)
123
  Runtime : TFLITE
124
+ Estimated inference time (ms) : 18.8
125
  Estimated peak memory usage (MB): [0, 3]
126
  Total # Ops : 1563
127
  Compute Unit(s) : NPU (1563 ops)