Hugging Face's logo

qualcomm
/
QuickSRNetSmall-Quantized

Image-to-Image
PyTorch
LiteRT
ONNX
quantized
android
Model card Files Community
qaihm-bot commited on
Commit
e6a6a7a
·
verified ·
1 Parent(s): 7c95d45

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +29 -28
README.md CHANGED
@@ -35,33 +35,34 @@ 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
- | QuickSRNetSmall-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.078 ms | 0 - 54 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
39
- | QuickSRNetSmall-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.466 ms | 0 - 2 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.so](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.so) |
40
- | QuickSRNetSmall-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 3.627 ms | 11 - 13 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.onnx) |
41
- | QuickSRNetSmall-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.878 ms | 0 - 11 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
42
- | QuickSRNetSmall-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.318 ms | 0 - 10 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.so](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.so) |
43
- | QuickSRNetSmall-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2.78 ms | 0 - 29 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.onnx) |
44
- | QuickSRNetSmall-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.138 ms | 0 - 8 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
45
- | QuickSRNetSmall-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.337 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
46
- | QuickSRNetSmall-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.61 ms | 0 - 18 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.onnx) |
47
- | QuickSRNetSmall-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 2.296 ms | 0 - 14 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
48
- | QuickSRNetSmall-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 0.957 ms | 0 - 7 MB | INT8 | NPU | Use Export Script |
49
- | QuickSRNetSmall-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 10.353 ms | 0 - 2 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
50
- | QuickSRNetSmall-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.081 ms | 0 - 2 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
51
- | QuickSRNetSmall-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.392 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
52
- | QuickSRNetSmall-Quantized | SA7255P ADP | SA7255P | TFLITE | 3.98 ms | 2 - 13 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
53
- | QuickSRNetSmall-Quantized | SA7255P ADP | SA7255P | QNN | 2.033 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
54
- | QuickSRNetSmall-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.066 ms | 0 - 3 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
55
- | QuickSRNetSmall-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.432 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
56
- | QuickSRNetSmall-Quantized | SA8295P ADP | SA8295P | TFLITE | 1.851 ms | 1 - 8 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
57
- | QuickSRNetSmall-Quantized | SA8295P ADP | SA8295P | QNN | 0.981 ms | 0 - 5 MB | INT8 | NPU | Use Export Script |
58
- | QuickSRNetSmall-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.084 ms | 0 - 64 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
59
- | QuickSRNetSmall-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.39 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
60
- | QuickSRNetSmall-Quantized | SA8775P ADP | SA8775P | TFLITE | 2.068 ms | 1 - 8 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
61
- | QuickSRNetSmall-Quantized | SA8775P ADP | SA8775P | QNN | 0.907 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
62
- | QuickSRNetSmall-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.815 ms | 2 - 12 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
63
- | QuickSRNetSmall-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.539 ms | 0 - 12 MB | INT8 | NPU | Use Export Script |
64
- | QuickSRNetSmall-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.479 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
 
65
 
66
 
67
 
@@ -127,7 +128,7 @@ QuickSRNetSmall-Quantized
127
  Device : Samsung Galaxy S23 (13)
128
  Runtime : TFLITE
129
  Estimated inference time (ms) : 1.1
130
- Estimated peak memory usage (MB): [0, 54]
131
  Total # Ops : 13
132
  Compute Unit(s) : NPU (10 ops) CPU (3 ops)
133
  ```
 
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | QuickSRNetSmall-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.069 ms | 0 - 4 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
39
+ | QuickSRNetSmall-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.465 ms | 0 - 12 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.so](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.so) |
40
+ | QuickSRNetSmall-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 3.911 ms | 11 - 15 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.onnx) |
41
+ | QuickSRNetSmall-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.881 ms | 0 - 20 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
42
+ | QuickSRNetSmall-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.321 ms | 0 - 22 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.so](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.so) |
43
+ | QuickSRNetSmall-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2.974 ms | 0 - 20 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.onnx) |
44
+ | QuickSRNetSmall-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.077 ms | 0 - 16 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
45
+ | QuickSRNetSmall-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.372 ms | 0 - 16 MB | INT8 | NPU | Use Export Script |
46
+ | QuickSRNetSmall-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.288 ms | 0 - 18 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.onnx) |
47
+ | QuickSRNetSmall-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 2.488 ms | 0 - 14 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
48
+ | QuickSRNetSmall-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 0.977 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
49
+ | QuickSRNetSmall-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 11.009 ms | 2 - 4 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
50
+ | QuickSRNetSmall-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.068 ms | 0 - 3 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
51
+ | QuickSRNetSmall-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.392 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
52
+ | QuickSRNetSmall-Quantized | SA7255P ADP | SA7255P | TFLITE | 6.247 ms | 2 - 11 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
53
+ | QuickSRNetSmall-Quantized | SA7255P ADP | SA7255P | QNN | 1.96 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
54
+ | QuickSRNetSmall-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.059 ms | 0 - 3 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
55
+ | QuickSRNetSmall-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.393 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
56
+ | QuickSRNetSmall-Quantized | SA8295P ADP | SA8295P | TFLITE | 1.843 ms | 0 - 15 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
57
+ | QuickSRNetSmall-Quantized | SA8295P ADP | SA8295P | QNN | 1.092 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
58
+ | QuickSRNetSmall-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.077 ms | 0 - 3 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
59
+ | QuickSRNetSmall-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.388 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
60
+ | QuickSRNetSmall-Quantized | SA8775P ADP | SA8775P | TFLITE | 2.065 ms | 1 - 10 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
61
+ | QuickSRNetSmall-Quantized | SA8775P ADP | SA8775P | QNN | 0.89 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
62
+ | QuickSRNetSmall-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.631 ms | 2 - 22 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
63
+ | QuickSRNetSmall-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.585 ms | 0 - 22 MB | INT8 | NPU | Use Export Script |
64
+ | QuickSRNetSmall-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.491 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
65
+ | QuickSRNetSmall-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.843 ms | 15 - 15 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.onnx) |
66
 
67
 
68
 
 
128
  Device : Samsung Galaxy S23 (13)
129
  Runtime : TFLITE
130
  Estimated inference time (ms) : 1.1
131
+ Estimated peak memory usage (MB): [0, 4]
132
  Total # Ops : 13
133
  Compute Unit(s) : NPU (10 ops) CPU (3 ops)
134
  ```