qaihm-bot commited on
Commit
6fb8381
·
verified ·
1 Parent(s): 736da5a

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +71 -39
README.md CHANGED
@@ -1,6 +1,6 @@
1
  ---
2
  library_name: pytorch
3
- license: bsd-3-clause
4
  tags:
5
  - android
6
  pipeline_tag: image-segmentation
@@ -25,45 +25,77 @@ More details on model performance across various devices, can be found
25
 
26
  ### Model Details
27
 
28
- - **Model Type:** Semantic segmentation
29
  - **Model Stats:**
30
  - Model checkpoint: COCO_WITH_VOC_LABELS_V1
31
  - Input resolution: 224x224
32
  - Number of parameters: 32.9M
33
- - Model size: 126 MB
34
  - Number of output classes: 21
 
 
35
 
36
- | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
- | FCN-ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 47.875 ms | 0 - 22 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
39
- | FCN-ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 47.834 ms | 3 - 23 MB | FP16 | NPU | [FCN-ResNet50.so](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.so) |
40
- | FCN-ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 42.819 ms | 1 - 205 MB | FP16 | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx) |
41
- | FCN-ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 35.32 ms | 0 - 138 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
42
- | FCN-ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 35.344 ms | 3 - 97 MB | FP16 | NPU | [FCN-ResNet50.so](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.so) |
43
- | FCN-ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 32.301 ms | 5 - 113 MB | FP16 | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx) |
44
- | FCN-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 34.205 ms | 0 - 115 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
45
- | FCN-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 29.157 ms | 3 - 94 MB | FP16 | NPU | Use Export Script |
46
- | FCN-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 31.19 ms | 5 - 108 MB | FP16 | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx) |
47
- | FCN-ResNet50 | SA7255P ADP | SA7255P | TFLITE | 2066.267 ms | 0 - 112 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
48
- | FCN-ResNet50 | SA7255P ADP | SA7255P | QNN | 2067.68 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
49
- | FCN-ResNet50 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 47.542 ms | 0 - 21 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
50
- | FCN-ResNet50 | SA8255 (Proxy) | SA8255P Proxy | QNN | 43.211 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
51
- | FCN-ResNet50 | SA8295P ADP | SA8295P | TFLITE | 84.067 ms | 0 - 76 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
52
- | FCN-ResNet50 | SA8295P ADP | SA8295P | QNN | 77.706 ms | 0 - 17 MB | FP16 | NPU | Use Export Script |
53
- | FCN-ResNet50 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 47.542 ms | 0 - 20 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
54
- | FCN-ResNet50 | SA8650 (Proxy) | SA8650P Proxy | QNN | 42.911 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
55
- | FCN-ResNet50 | SA8775P ADP | SA8775P | TFLITE | 94.184 ms | 0 - 113 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
56
- | FCN-ResNet50 | SA8775P ADP | SA8775P | QNN | 88.044 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
57
- | FCN-ResNet50 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 2066.267 ms | 0 - 112 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
58
- | FCN-ResNet50 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 2067.68 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
59
- | FCN-ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 47.462 ms | 0 - 21 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
60
- | FCN-ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 42.879 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
61
- | FCN-ResNet50 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 94.184 ms | 0 - 113 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
62
- | FCN-ResNet50 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 88.044 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
63
- | FCN-ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 73.992 ms | 0 - 109 MB | FP16 | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
64
- | FCN-ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 74.036 ms | 3 - 58 MB | FP16 | NPU | Use Export Script |
65
- | FCN-ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 43.494 ms | 3 - 3 MB | FP16 | NPU | Use Export Script |
66
- | FCN-ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 44.207 ms | 64 - 64 MB | FP16 | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx) |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
67
 
68
 
69
 
@@ -125,12 +157,12 @@ python -m qai_hub_models.models.fcn_resnet50.export
125
  Profiling Results
126
  ------------------------------------------------------------
127
  FCN-ResNet50
128
- Device : Samsung Galaxy S23 (13)
129
- Runtime : TFLITE
130
- Estimated inference time (ms) : 47.9
131
- Estimated peak memory usage (MB): [0, 22]
132
- Total # Ops : 88
133
- Compute Unit(s) : NPU (88 ops)
134
  ```
135
 
136
 
 
1
  ---
2
  library_name: pytorch
3
+ license: other
4
  tags:
5
  - android
6
  pipeline_tag: image-segmentation
 
25
 
26
  ### Model Details
27
 
28
+ - **Model Type:** Model_use_case.semantic_segmentation
29
  - **Model Stats:**
30
  - Model checkpoint: COCO_WITH_VOC_LABELS_V1
31
  - Input resolution: 224x224
32
  - Number of parameters: 32.9M
 
33
  - Number of output classes: 21
34
+ - Model size (float): 126 MB
35
+ - Model size (w8a8): 32.2 MB
36
 
37
+ | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
38
  |---|---|---|---|---|---|---|---|---|
39
+ | FCN-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 277.386 ms | 0 - 113 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
40
+ | FCN-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 269.857 ms | 1 - 10 MB | NPU | Use Export Script |
41
+ | FCN-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 73.328 ms | 0 - 110 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
42
+ | FCN-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 85.189 ms | 3 - 63 MB | NPU | Use Export Script |
43
+ | FCN-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 47.433 ms | 1 - 20 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
44
+ | FCN-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 43.206 ms | 3 - 5 MB | NPU | Use Export Script |
45
+ | FCN-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 77.36 ms | 0 - 112 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
46
+ | FCN-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 72.166 ms | 2 - 14 MB | NPU | Use Export Script |
47
+ | FCN-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 277.386 ms | 0 - 113 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
48
+ | FCN-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 269.857 ms | 1 - 10 MB | NPU | Use Export Script |
49
+ | FCN-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 48.38 ms | 0 - 22 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
50
+ | FCN-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 43.624 ms | 3 - 5 MB | NPU | Use Export Script |
51
+ | FCN-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 84.085 ms | 0 - 76 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
52
+ | FCN-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 77.714 ms | 0 - 18 MB | NPU | Use Export Script |
53
+ | FCN-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 47.486 ms | 0 - 19 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
54
+ | FCN-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 43.609 ms | 4 - 6 MB | NPU | Use Export Script |
55
+ | FCN-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 77.36 ms | 0 - 112 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
56
+ | FCN-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 72.166 ms | 2 - 14 MB | NPU | Use Export Script |
57
+ | FCN-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 47.737 ms | 0 - 25 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
58
+ | FCN-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 43.277 ms | 3 - 49 MB | NPU | Use Export Script |
59
+ | FCN-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 42.818 ms | 1 - 177 MB | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx) |
60
+ | FCN-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 35.252 ms | 4 - 146 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
61
+ | FCN-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 32.606 ms | 3 - 107 MB | NPU | Use Export Script |
62
+ | FCN-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 32.555 ms | 3 - 114 MB | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx) |
63
+ | FCN-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 33.784 ms | 0 - 114 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
64
+ | FCN-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 31.393 ms | 3 - 108 MB | NPU | Use Export Script |
65
+ | FCN-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 26.662 ms | 5 - 108 MB | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx) |
66
+ | FCN-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 43.517 ms | 3 - 3 MB | NPU | Use Export Script |
67
+ | FCN-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 44.295 ms | 63 - 63 MB | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx) |
68
+ | FCN-ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 39.829 ms | 0 - 46 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
69
+ | FCN-ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 38.416 ms | 1 - 10 MB | NPU | Use Export Script |
70
+ | FCN-ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 17.867 ms | 0 - 82 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
71
+ | FCN-ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 23.878 ms | 1 - 86 MB | NPU | Use Export Script |
72
+ | FCN-ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 14.867 ms | 0 - 18 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
73
+ | FCN-ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 14.159 ms | 1 - 4 MB | NPU | Use Export Script |
74
+ | FCN-ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 15.29 ms | 0 - 48 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
75
+ | FCN-ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 14.36 ms | 1 - 15 MB | NPU | Use Export Script |
76
+ | FCN-ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 137.499 ms | 1 - 12 MB | NPU | Use Export Script |
77
+ | FCN-ResNet50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 1382.537 ms | 86 - 144 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
78
+ | FCN-ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 39.829 ms | 0 - 46 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
79
+ | FCN-ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 38.416 ms | 1 - 10 MB | NPU | Use Export Script |
80
+ | FCN-ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 14.944 ms | 0 - 87 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
81
+ | FCN-ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 13.998 ms | 1 - 3 MB | NPU | Use Export Script |
82
+ | FCN-ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 22.026 ms | 0 - 47 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
83
+ | FCN-ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 20.795 ms | 1 - 19 MB | NPU | Use Export Script |
84
+ | FCN-ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 14.94 ms | 0 - 20 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
85
+ | FCN-ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 14.04 ms | 1 - 3 MB | NPU | Use Export Script |
86
+ | FCN-ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 15.29 ms | 0 - 48 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
87
+ | FCN-ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 14.36 ms | 1 - 15 MB | NPU | Use Export Script |
88
+ | FCN-ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 14.939 ms | 0 - 12 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
89
+ | FCN-ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 14.05 ms | 0 - 20 MB | NPU | Use Export Script |
90
+ | FCN-ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 14.308 ms | 1 - 81 MB | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.onnx) |
91
+ | FCN-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 11.234 ms | 0 - 81 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
92
+ | FCN-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 10.744 ms | 1 - 90 MB | NPU | Use Export Script |
93
+ | FCN-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 10.865 ms | 3 - 97 MB | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.onnx) |
94
+ | FCN-ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 10.881 ms | 0 - 52 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
95
+ | FCN-ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 10.162 ms | 1 - 56 MB | NPU | Use Export Script |
96
+ | FCN-ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 10.768 ms | 0 - 59 MB | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.onnx) |
97
+ | FCN-ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 14.366 ms | 1 - 1 MB | NPU | Use Export Script |
98
+ | FCN-ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 15.365 ms | 32 - 32 MB | NPU | [FCN-ResNet50.onnx](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.onnx) |
99
 
100
 
101
 
 
157
  Profiling Results
158
  ------------------------------------------------------------
159
  FCN-ResNet50
160
+ Device : cs_8275 (ANDROID 14)
161
+ Runtime : TFLITE
162
+ Estimated inference time (ms) : 277.4
163
+ Estimated peak memory usage (MB): [0, 113]
164
+ Total # Ops : 88
165
+ Compute Unit(s) : npu (88 ops) gpu (0 ops) cpu (0 ops)
166
  ```
167
 
168