Hugging Face's logo

qualcomm
/
QuickSRNetSmall

Image-to-Image
PyTorch
LiteRT
ONNX
android
Model card Files Community
qaihm-bot commited on
Commit
f8da907
·
verified ·
1 Parent(s): 920b14b

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +31 -27
README.md CHANGED
@@ -1,9 +1,9 @@
1
  ---
2
  library_name: pytorch
3
  license: other
4
- pipeline_tag: image-to-image
5
  tags:
6
  - android
 
7
 
8
  ---
9
 
@@ -34,31 +34,35 @@ More details on model performance across various devices, can be found
34
 
35
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
36
  |---|---|---|---|---|---|---|---|---|
37
- | QuickSRNetSmall | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.373 ms | 0 - 4 MB | FP16 | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
38
- | QuickSRNetSmall | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.006 ms | 0 - 8 MB | FP16 | NPU | [QuickSRNetSmall.so](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.so) |
39
- | QuickSRNetSmall | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.454 ms | 0 - 3 MB | FP16 | NPU | [QuickSRNetSmall.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.onnx) |
40
- | QuickSRNetSmall | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.821 ms | 0 - 22 MB | FP16 | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
41
- | QuickSRNetSmall | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.629 ms | 0 - 23 MB | FP16 | NPU | [QuickSRNetSmall.so](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.so) |
42
- | QuickSRNetSmall | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.94 ms | 0 - 24 MB | FP16 | NPU | [QuickSRNetSmall.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.onnx) |
43
- | QuickSRNetSmall | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.079 ms | 0 - 15 MB | FP16 | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
44
- | QuickSRNetSmall | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.634 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
45
- | QuickSRNetSmall | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.8 ms | 0 - 15 MB | FP16 | NPU | [QuickSRNetSmall.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.onnx) |
46
- | QuickSRNetSmall | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.345 ms | 0 - 5 MB | FP16 | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
47
- | QuickSRNetSmall | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.881 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
48
- | QuickSRNetSmall | SA7255P ADP | SA7255P | TFLITE | 11.233 ms | 6 - 15 MB | FP16 | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
49
- | QuickSRNetSmall | SA7255P ADP | SA7255P | QNN | 8.637 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
50
- | QuickSRNetSmall | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.411 ms | 6 - 10 MB | FP16 | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
51
- | QuickSRNetSmall | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.87 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
52
- | QuickSRNetSmall | SA8295P ADP | SA8295P | TFLITE | 2.44 ms | 0 - 15 MB | FP16 | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
53
- | QuickSRNetSmall | SA8295P ADP | SA8295P | QNN | 2.26 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
54
- | QuickSRNetSmall | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.4 ms | 0 - 4 MB | FP16 | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
55
- | QuickSRNetSmall | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.864 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
56
- | QuickSRNetSmall | SA8775P ADP | SA8775P | TFLITE | 2.464 ms | 0 - 10 MB | FP16 | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
57
- | QuickSRNetSmall | SA8775P ADP | SA8775P | QNN | 1.657 ms | 0 - 11 MB | FP16 | NPU | Use Export Script |
58
- | QuickSRNetSmall | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.099 ms | 6 - 26 MB | FP16 | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
59
- | QuickSRNetSmall | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.235 ms | 0 - 21 MB | FP16 | NPU | Use Export Script |
60
- | QuickSRNetSmall | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.941 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
61
- | QuickSRNetSmall | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.423 ms | 8 - 8 MB | FP16 | NPU | [QuickSRNetSmall.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.onnx) |
 
 
 
 
62
 
63
 
64
 
@@ -122,7 +126,7 @@ Profiling Results
122
  QuickSRNetSmall
123
  Device : Samsung Galaxy S23 (13)
124
  Runtime : TFLITE
125
- Estimated inference time (ms) : 1.4
126
  Estimated peak memory usage (MB): [0, 4]
127
  Total # Ops : 11
128
  Compute Unit(s) : NPU (8 ops) CPU (3 ops)
 
1
  ---
2
  library_name: pytorch
3
  license: other
 
4
  tags:
5
  - android
6
+ pipeline_tag: image-to-image
7
 
8
  ---
9
 
 
34
 
35
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
36
  |---|---|---|---|---|---|---|---|---|
37
+ | QuickSRNetSmall | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.314 ms | 0 - 4 MB | FP16 | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
38
+ | QuickSRNetSmall | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.845 ms | 0 - 3 MB | FP16 | NPU | [QuickSRNetSmall.so](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.so) |
39
+ | QuickSRNetSmall | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.431 ms | 0 - 9 MB | FP16 | NPU | [QuickSRNetSmall.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.onnx) |
40
+ | QuickSRNetSmall | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.811 ms | 0 - 19 MB | FP16 | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
41
+ | QuickSRNetSmall | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.56 ms | 0 - 20 MB | FP16 | NPU | [QuickSRNetSmall.so](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.so) |
42
+ | QuickSRNetSmall | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.953 ms | 0 - 19 MB | FP16 | NPU | [QuickSRNetSmall.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.onnx) |
43
+ | QuickSRNetSmall | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.068 ms | 0 - 16 MB | FP16 | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
44
+ | QuickSRNetSmall | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.626 ms | 0 - 17 MB | FP16 | NPU | Use Export Script |
45
+ | QuickSRNetSmall | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.796 ms | 4 - 20 MB | FP16 | NPU | [QuickSRNetSmall.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.onnx) |
46
+ | QuickSRNetSmall | SA7255P ADP | SA7255P | TFLITE | 9.95 ms | 6 - 14 MB | FP16 | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
47
+ | QuickSRNetSmall | SA7255P ADP | SA7255P | QNN | 8.689 ms | 0 - 8 MB | FP16 | NPU | Use Export Script |
48
+ | QuickSRNetSmall | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.312 ms | 0 - 4 MB | FP16 | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
49
+ | QuickSRNetSmall | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.846 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
50
+ | QuickSRNetSmall | SA8295P ADP | SA8295P | TFLITE | 2.036 ms | 0 - 11 MB | FP16 | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
51
+ | QuickSRNetSmall | SA8295P ADP | SA8295P | QNN | 1.84 ms | 0 - 13 MB | FP16 | NPU | Use Export Script |
52
+ | QuickSRNetSmall | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.338 ms | 0 - 4 MB | FP16 | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
53
+ | QuickSRNetSmall | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.873 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
54
+ | QuickSRNetSmall | SA8775P ADP | SA8775P | TFLITE | 2.319 ms | 0 - 8 MB | FP16 | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
55
+ | QuickSRNetSmall | SA8775P ADP | SA8775P | QNN | 1.671 ms | 0 - 7 MB | FP16 | NPU | Use Export Script |
56
+ | QuickSRNetSmall | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 9.95 ms | 6 - 14 MB | FP16 | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
57
+ | QuickSRNetSmall | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 8.689 ms | 0 - 8 MB | FP16 | NPU | Use Export Script |
58
+ | QuickSRNetSmall | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.307 ms | 0 - 5 MB | FP16 | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
59
+ | QuickSRNetSmall | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.873 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
60
+ | QuickSRNetSmall | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.319 ms | 0 - 8 MB | FP16 | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
61
+ | QuickSRNetSmall | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.671 ms | 0 - 7 MB | FP16 | NPU | Use Export Script |
62
+ | QuickSRNetSmall | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.127 ms | 0 - 22 MB | FP16 | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
63
+ | QuickSRNetSmall | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.209 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
64
+ | QuickSRNetSmall | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.967 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
65
+ | QuickSRNetSmall | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.461 ms | 8 - 8 MB | FP16 | NPU | [QuickSRNetSmall.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.onnx) |
66
 
67
 
68
 
 
126
  QuickSRNetSmall
127
  Device : Samsung Galaxy S23 (13)
128
  Runtime : TFLITE
129
+ Estimated inference time (ms) : 1.3
130
  Estimated peak memory usage (MB): [0, 4]
131
  Total # Ops : 11
132
  Compute Unit(s) : NPU (8 ops) CPU (3 ops)