Hugging Face's logo

qualcomm
/
ESRGAN

Image-to-Image
PyTorch
LiteRT
android
Model card Files
xet
Community
qaihm-bot commited on
Commit
550a5af
·
verified ·
1 Parent(s): e0c52a5

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +32 -28
README.md CHANGED
@@ -1,9 +1,9 @@
1
  ---
2
  library_name: pytorch
3
  license: apache-2.0
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
- | ESRGAN | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 66.773 ms | 0 - 116 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
38
- | ESRGAN | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 65.37 ms | 0 - 109 MB | FP16 | NPU | [ESRGAN.so](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.so) |
39
- | ESRGAN | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 76.54 ms | 0 - 109 MB | FP16 | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
40
- | ESRGAN | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 49.333 ms | 1 - 107 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
41
- | ESRGAN | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 49.311 ms | 0 - 109 MB | FP16 | NPU | [ESRGAN.so](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.so) |
42
- | ESRGAN | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 50.517 ms | 6 - 176 MB | FP16 | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
43
- | ESRGAN | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 42.478 ms | 3 - 136 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
44
- | ESRGAN | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 39.466 ms | 0 - 131 MB | FP16 | NPU | Use Export Script |
45
- | ESRGAN | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 43.104 ms | 6 - 134 MB | FP16 | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
46
- | ESRGAN | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 66.403 ms | 0 - 218 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
47
- | ESRGAN | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 68.136 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
48
- | ESRGAN | SA7255P ADP | SA7255P | TFLITE | 3548.777 ms | 0 - 133 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
49
- | ESRGAN | SA7255P ADP | SA7255P | QNN | 3549.059 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
50
- | ESRGAN | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 65.221 ms | 0 - 118 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
51
- | ESRGAN | SA8255 (Proxy) | SA8255P Proxy | QNN | 64.694 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
52
- | ESRGAN | SA8295P ADP | SA8295P | TFLITE | 112.217 ms | 3 - 125 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
53
- | ESRGAN | SA8295P ADP | SA8295P | QNN | 111.136 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
54
- | ESRGAN | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 70.101 ms | 0 - 118 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
55
- | ESRGAN | SA8650 (Proxy) | SA8650P Proxy | QNN | 72.194 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
56
- | ESRGAN | SA8775P ADP | SA8775P | TFLITE | 131.575 ms | 3 - 136 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
57
- | ESRGAN | SA8775P ADP | SA8775P | QNN | 131.073 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
58
- | ESRGAN | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 121.886 ms | 0 - 99 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
59
- | ESRGAN | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 137.13 ms | 0 - 90 MB | FP16 | NPU | Use Export Script |
60
- | ESRGAN | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 64.887 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
61
- | ESRGAN | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 65.684 ms | 39 - 39 MB | FP16 | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
 
 
 
 
62
 
63
 
64
 
@@ -122,8 +126,8 @@ Profiling Results
122
  ESRGAN
123
  Device : Samsung Galaxy S23 (13)
124
  Runtime : TFLITE
125
- Estimated inference time (ms) : 66.8
126
- Estimated peak memory usage (MB): [0, 116]
127
  Total # Ops : 1024
128
  Compute Unit(s) : NPU (1024 ops)
129
  ```
 
1
  ---
2
  library_name: pytorch
3
  license: apache-2.0
 
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
+ | ESRGAN | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 66.528 ms | 0 - 111 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
38
+ | ESRGAN | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 67.6 ms | 0 - 3 MB | FP16 | NPU | [ESRGAN.so](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.so) |
39
+ | ESRGAN | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 76.337 ms | 0 - 114 MB | FP16 | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
40
+ | ESRGAN | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 52.055 ms | 3 - 114 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
41
+ | ESRGAN | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 50.399 ms | 0 - 15 MB | FP16 | NPU | [ESRGAN.so](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.so) |
42
+ | ESRGAN | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 51.529 ms | 4 - 169 MB | FP16 | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
43
+ | ESRGAN | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 39.174 ms | 3 - 136 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
44
+ | ESRGAN | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 42.769 ms | 0 - 131 MB | FP16 | NPU | Use Export Script |
45
+ | ESRGAN | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 43.469 ms | 6 - 134 MB | FP16 | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
46
+ | ESRGAN | SA7255P ADP | SA7255P | TFLITE | 3548.824 ms | 0 - 131 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
47
+ | ESRGAN | SA7255P ADP | SA7255P | QNN | 3549.068 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
48
+ | ESRGAN | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 65.225 ms | 0 - 109 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
49
+ | ESRGAN | SA8255 (Proxy) | SA8255P Proxy | QNN | 64.759 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
50
+ | ESRGAN | SA8295P ADP | SA8295P | TFLITE | 112.17 ms | 3 - 123 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
51
+ | ESRGAN | SA8295P ADP | SA8295P | QNN | 111.101 ms | 0 - 11 MB | FP16 | NPU | Use Export Script |
52
+ | ESRGAN | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 66.479 ms | 0 - 118 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
53
+ | ESRGAN | SA8650 (Proxy) | SA8650P Proxy | QNN | 62.835 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
54
+ | ESRGAN | SA8775P ADP | SA8775P | TFLITE | 131.583 ms | 3 - 135 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
55
+ | ESRGAN | SA8775P ADP | SA8775P | QNN | 131.037 ms | 0 - 7 MB | FP16 | NPU | Use Export Script |
56
+ | ESRGAN | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 3548.824 ms | 0 - 131 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
57
+ | ESRGAN | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 3549.068 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
58
+ | ESRGAN | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 63.976 ms | 3 - 43 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
59
+ | ESRGAN | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 65.054 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
60
+ | ESRGAN | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 131.583 ms | 3 - 135 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
61
+ | ESRGAN | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 131.037 ms | 0 - 7 MB | FP16 | NPU | Use Export Script |
62
+ | ESRGAN | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 133.0 ms | 3 - 107 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
63
+ | ESRGAN | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 137.352 ms | 0 - 89 MB | FP16 | NPU | Use Export Script |
64
+ | ESRGAN | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 64.88 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
65
+ | ESRGAN | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 65.625 ms | 39 - 39 MB | FP16 | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
66
 
67
 
68
 
 
126
  ESRGAN
127
  Device : Samsung Galaxy S23 (13)
128
  Runtime : TFLITE
129
+ Estimated inference time (ms) : 66.5
130
+ Estimated peak memory usage (MB): [0, 111]
131
  Total # Ops : 1024
132
  Compute Unit(s) : NPU (1024 ops)
133
  ```