Hugging Face's logo

qualcomm
/
QuickSRNetSmall-Quantized

Image-to-Image
PyTorch
LiteRT
ONNX
quantized
android
Model card Files Community
qaihm-bot commited on
Commit
6247e53
·
verified ·
1 Parent(s): 8c81e3e

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +34 -34
README.md CHANGED
@@ -35,38 +35,38 @@ 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 | 1.07 ms | 0 - 6 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 | 0.355 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 | 2.936 ms | 0 - 4 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 | 0.909 ms | 0 - 17 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 | 0.219 ms | 0 - 19 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 | 2.306 ms | 0 - 24 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 | 1.328 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 | 0.196 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
46
- | QuickSRNetSmall-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.156 ms | 0 - 22 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.onnx) |
47
- | QuickSRNetSmall-Quantized | SA7255P ADP | SA7255P | TFLITE | 5.629 ms | 2 - 12 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
48
- | QuickSRNetSmall-Quantized | SA7255P ADP | SA7255P | QNN | 1.657 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
49
- | QuickSRNetSmall-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.063 ms | 0 - 6 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
50
- | QuickSRNetSmall-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.373 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
51
- | QuickSRNetSmall-Quantized | SA8295P ADP | SA8295P | TFLITE | 1.903 ms | 0 - 16 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
52
- | QuickSRNetSmall-Quantized | SA8295P ADP | SA8295P | QNN | 0.668 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
53
- | QuickSRNetSmall-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.085 ms | 0 - 6 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
54
- | QuickSRNetSmall-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.362 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
55
- | QuickSRNetSmall-Quantized | SA8775P ADP | SA8775P | TFLITE | 2.112 ms | 0 - 9 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
56
- | QuickSRNetSmall-Quantized | SA8775P ADP | SA8775P | QNN | 0.633 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
57
- | QuickSRNetSmall-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 2.35 ms | 0 - 14 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
58
- | QuickSRNetSmall-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 0.798 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
59
- | QuickSRNetSmall-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 10.653 ms | 2 - 4 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
60
- | QuickSRNetSmall-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 5.629 ms | 2 - 12 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
61
- | QuickSRNetSmall-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 1.657 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
62
- | QuickSRNetSmall-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.076 ms | 0 - 3 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
63
- | QuickSRNetSmall-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.34 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
64
- | QuickSRNetSmall-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.112 ms | 0 - 9 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
65
- | QuickSRNetSmall-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.633 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
66
- | QuickSRNetSmall-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.53 ms | 1 - 15 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
67
- | QuickSRNetSmall-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.479 ms | 0 - 15 MB | INT8 | NPU | Use Export Script |
68
- | QuickSRNetSmall-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.442 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
69
- | QuickSRNetSmall-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.17 ms | 14 - 14 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.onnx) |
70
 
71
 
72
 
@@ -76,7 +76,7 @@ More details on model performance across various devices, can be found
76
 
77
  Install the package via pip:
78
  ```bash
79
- pip install "qai-hub-models[quicksrnetsmall-quantized]"
80
  ```
81
 
82
 
@@ -131,7 +131,7 @@ QuickSRNetSmall-Quantized
131
  Device : Samsung Galaxy S23 (13)
132
  Runtime : TFLITE
133
  Estimated inference time (ms) : 1.1
134
- Estimated peak memory usage (MB): [0, 6]
135
  Total # Ops : 13
136
  Compute Unit(s) : NPU (10 ops) CPU (3 ops)
137
  ```
 
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 | 1.056 ms | 0 - 3 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 | 0.355 ms | 0 - 3 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 | 2.936 ms | 0 - 14 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 | 0.902 ms | 0 - 21 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 | 0.22 ms | 0 - 17 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 | 2.242 ms | 0 - 25 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 | 1.377 ms | 0 - 17 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 | 0.197 ms | 0 - 15 MB | INT8 | NPU | Use Export Script |
46
+ | QuickSRNetSmall-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.142 ms | 0 - 16 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.onnx) |
47
+ | QuickSRNetSmall-Quantized | SA7255P ADP | SA7255P | TFLITE | 3.566 ms | 2 - 11 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
48
+ | QuickSRNetSmall-Quantized | SA7255P ADP | SA7255P | QNN | 1.592 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
49
+ | QuickSRNetSmall-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.055 ms | 0 - 6 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
50
+ | QuickSRNetSmall-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.34 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
51
+ | QuickSRNetSmall-Quantized | SA8295P ADP | SA8295P | TFLITE | 1.853 ms | 0 - 19 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
52
+ | QuickSRNetSmall-Quantized | SA8295P ADP | SA8295P | QNN | 0.676 ms | 0 - 17 MB | INT8 | NPU | Use Export Script |
53
+ | QuickSRNetSmall-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.048 ms | 0 - 6 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
54
+ | QuickSRNetSmall-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.358 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
55
+ | QuickSRNetSmall-Quantized | SA8775P ADP | SA8775P | TFLITE | 2.035 ms | 0 - 9 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
56
+ | QuickSRNetSmall-Quantized | SA8775P ADP | SA8775P | QNN | 0.643 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
57
+ | QuickSRNetSmall-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 3.125 ms | 1 - 19 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
58
+ | QuickSRNetSmall-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 0.825 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
59
+ | QuickSRNetSmall-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 11.13 ms | 2 - 5 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
60
+ | QuickSRNetSmall-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 3.566 ms | 2 - 11 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
61
+ | QuickSRNetSmall-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 1.592 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
62
+ | QuickSRNetSmall-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.045 ms | 0 - 6 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
63
+ | QuickSRNetSmall-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.34 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
64
+ | QuickSRNetSmall-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.035 ms | 0 - 9 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
65
+ | QuickSRNetSmall-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.643 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
66
+ | QuickSRNetSmall-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 4.19 ms | 2 - 24 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
67
+ | QuickSRNetSmall-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.515 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
68
+ | QuickSRNetSmall-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.453 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
69
+ | QuickSRNetSmall-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.113 ms | 15 - 15 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.onnx) |
70
 
71
 
72
 
 
76
 
77
  Install the package via pip:
78
  ```bash
79
+ pip install qai-hub-models
80
  ```
81
 
82
 
 
131
  Device : Samsung Galaxy S23 (13)
132
  Runtime : TFLITE
133
  Estimated inference time (ms) : 1.1
134
+ Estimated peak memory usage (MB): [0, 3]
135
  Total # Ops : 13
136
  Compute Unit(s) : NPU (10 ops) CPU (3 ops)
137
  ```