Hugging Face's logo

qualcomm
/
DeepLabV3-Plus-MobileNet

Image Segmentation
PyTorch
LiteRT
ONNX
android
Model card Files Community
qaihm-bot commited on
Commit
84b8214
·
verified ·
1 Parent(s): e0501ac

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +58 -39
README.md CHANGED
@@ -1,6 +1,6 @@
1
  ---
2
  library_name: pytorch
3
- license: mit
4
  tags:
5
  - android
6
  pipeline_tag: image-segmentation
@@ -25,45 +25,64 @@ 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: VOC2012
31
  - Input resolution: 513x513
32
  - Number of parameters: 5.80M
33
- - Model size: 22.2 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
- | DeepLabV3-Plus-MobileNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 12.942 ms | 0 - 10 MB | FP16 | NPU | [DeepLabV3-Plus-MobileNet.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
39
- | DeepLabV3-Plus-MobileNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 13.164 ms | 3 - 20 MB | FP16 | NPU | [DeepLabV3-Plus-MobileNet.so](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.so) |
40
- | DeepLabV3-Plus-MobileNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 10.548 ms | 1 - 41 MB | FP16 | NPU | [DeepLabV3-Plus-MobileNet.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.onnx) |
41
- | DeepLabV3-Plus-MobileNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 9.108 ms | 0 - 45 MB | FP16 | NPU | [DeepLabV3-Plus-MobileNet.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
42
- | DeepLabV3-Plus-MobileNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 9.167 ms | 3 - 40 MB | FP16 | NPU | [DeepLabV3-Plus-MobileNet.so](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.so) |
43
- | DeepLabV3-Plus-MobileNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 7.566 ms | 2 - 43 MB | FP16 | NPU | [DeepLabV3-Plus-MobileNet.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.onnx) |
44
- | DeepLabV3-Plus-MobileNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 7.14 ms | 0 - 31 MB | FP16 | NPU | [DeepLabV3-Plus-MobileNet.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
45
- | DeepLabV3-Plus-MobileNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 7.139 ms | 3 - 29 MB | FP16 | NPU | Use Export Script |
46
- | DeepLabV3-Plus-MobileNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 6.212 ms | 3 - 35 MB | FP16 | NPU | [DeepLabV3-Plus-MobileNet.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.onnx) |
47
- | DeepLabV3-Plus-MobileNet | SA7255P ADP | SA7255P | TFLITE | 422.007 ms | 0 - 26 MB | FP16 | NPU | [DeepLabV3-Plus-MobileNet.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
48
- | DeepLabV3-Plus-MobileNet | SA7255P ADP | SA7255P | QNN | 418.488 ms | 3 - 13 MB | FP16 | NPU | Use Export Script |
49
- | DeepLabV3-Plus-MobileNet | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 12.984 ms | 0 - 14 MB | FP16 | NPU | [DeepLabV3-Plus-MobileNet.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
50
- | DeepLabV3-Plus-MobileNet | SA8255 (Proxy) | SA8255P Proxy | QNN | 11.448 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
51
- | DeepLabV3-Plus-MobileNet | SA8295P ADP | SA8295P | TFLITE | 22.289 ms | 0 - 27 MB | FP16 | NPU | [DeepLabV3-Plus-MobileNet.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
52
- | DeepLabV3-Plus-MobileNet | SA8295P ADP | SA8295P | QNN | 21.171 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
53
- | DeepLabV3-Plus-MobileNet | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 12.931 ms | 0 - 14 MB | FP16 | NPU | [DeepLabV3-Plus-MobileNet.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
54
- | DeepLabV3-Plus-MobileNet | SA8650 (Proxy) | SA8650P Proxy | QNN | 11.291 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
55
- | DeepLabV3-Plus-MobileNet | SA8775P ADP | SA8775P | TFLITE | 24.065 ms | 0 - 26 MB | FP16 | NPU | [DeepLabV3-Plus-MobileNet.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
56
- | DeepLabV3-Plus-MobileNet | SA8775P ADP | SA8775P | QNN | 21.465 ms | 1 - 12 MB | FP16 | NPU | Use Export Script |
57
- | DeepLabV3-Plus-MobileNet | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 422.007 ms | 0 - 26 MB | FP16 | NPU | [DeepLabV3-Plus-MobileNet.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
58
- | DeepLabV3-Plus-MobileNet | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 418.488 ms | 3 - 13 MB | FP16 | NPU | Use Export Script |
59
- | DeepLabV3-Plus-MobileNet | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 13.047 ms | 0 - 11 MB | FP16 | NPU | [DeepLabV3-Plus-MobileNet.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
60
- | DeepLabV3-Plus-MobileNet | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 11.286 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
61
- | DeepLabV3-Plus-MobileNet | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 24.065 ms | 0 - 26 MB | FP16 | NPU | [DeepLabV3-Plus-MobileNet.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
62
- | DeepLabV3-Plus-MobileNet | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 21.465 ms | 1 - 12 MB | FP16 | NPU | Use Export Script |
63
- | DeepLabV3-Plus-MobileNet | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 19.186 ms | 0 - 39 MB | FP16 | NPU | [DeepLabV3-Plus-MobileNet.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
64
- | DeepLabV3-Plus-MobileNet | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 18.977 ms | 3 - 34 MB | FP16 | NPU | Use Export Script |
65
- | DeepLabV3-Plus-MobileNet | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 11.963 ms | 3 - 3 MB | FP16 | NPU | Use Export Script |
66
- | DeepLabV3-Plus-MobileNet | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 11.805 ms | 10 - 10 MB | FP16 | NPU | [DeepLabV3-Plus-MobileNet.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.onnx) |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
67
 
68
 
69
 
@@ -125,12 +144,12 @@ python -m qai_hub_models.models.deeplabv3_plus_mobilenet.export
125
  Profiling Results
126
  ------------------------------------------------------------
127
  DeepLabV3-Plus-MobileNet
128
- Device : Samsung Galaxy S23 (13)
129
- Runtime : TFLITE
130
- Estimated inference time (ms) : 12.9
131
- Estimated peak memory usage (MB): [0, 10]
132
- Total # Ops : 101
133
- Compute Unit(s) : NPU (101 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: VOC2012
31
  - Input resolution: 513x513
32
  - Number of parameters: 5.80M
 
33
  - Number of output classes: 21
34
+ - Model size (float): 22.2 MB
35
+ - Model size (w8a8): 6.04 MB
36
 
37
+ | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
38
  |---|---|---|---|---|---|---|---|---|
39
+ | DeepLabV3-Plus-MobileNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 62.823 ms | 0 - 26 MB | NPU | [DeepLabV3-Plus-MobileNet.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
40
+ | DeepLabV3-Plus-MobileNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 58.604 ms | 3 - 13 MB | NPU | Use Export Script |
41
+ | DeepLabV3-Plus-MobileNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 19.276 ms | 0 - 44 MB | NPU | [DeepLabV3-Plus-MobileNet.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
42
+ | DeepLabV3-Plus-MobileNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 21.781 ms | 3 - 46 MB | NPU | Use Export Script |
43
+ | DeepLabV3-Plus-MobileNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 12.959 ms | 0 - 16 MB | NPU | [DeepLabV3-Plus-MobileNet.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
44
+ | DeepLabV3-Plus-MobileNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 11.371 ms | 3 - 5 MB | NPU | Use Export Script |
45
+ | DeepLabV3-Plus-MobileNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 19.64 ms | 0 - 28 MB | NPU | [DeepLabV3-Plus-MobileNet.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
46
+ | DeepLabV3-Plus-MobileNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 17.468 ms | 0 - 15 MB | NPU | Use Export Script |
47
+ | DeepLabV3-Plus-MobileNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 62.823 ms | 0 - 26 MB | NPU | [DeepLabV3-Plus-MobileNet.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
48
+ | DeepLabV3-Plus-MobileNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 58.604 ms | 3 - 13 MB | NPU | Use Export Script |
49
+ | DeepLabV3-Plus-MobileNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 13.1 ms | 0 - 12 MB | NPU | [DeepLabV3-Plus-MobileNet.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
50
+ | DeepLabV3-Plus-MobileNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 11.393 ms | 3 - 6 MB | NPU | Use Export Script |
51
+ | DeepLabV3-Plus-MobileNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 22.247 ms | 0 - 27 MB | NPU | [DeepLabV3-Plus-MobileNet.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
52
+ | DeepLabV3-Plus-MobileNet | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 21.14 ms | 0 - 18 MB | NPU | Use Export Script |
53
+ | DeepLabV3-Plus-MobileNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 13.034 ms | 0 - 12 MB | NPU | [DeepLabV3-Plus-MobileNet.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
54
+ | DeepLabV3-Plus-MobileNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 11.364 ms | 4 - 5 MB | NPU | Use Export Script |
55
+ | DeepLabV3-Plus-MobileNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 19.64 ms | 0 - 28 MB | NPU | [DeepLabV3-Plus-MobileNet.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
56
+ | DeepLabV3-Plus-MobileNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 17.468 ms | 0 - 15 MB | NPU | Use Export Script |
57
+ | DeepLabV3-Plus-MobileNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 13.069 ms | 0 - 7 MB | NPU | [DeepLabV3-Plus-MobileNet.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
58
+ | DeepLabV3-Plus-MobileNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 11.286 ms | 3 - 15 MB | NPU | Use Export Script |
59
+ | DeepLabV3-Plus-MobileNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 10.661 ms | 1 - 40 MB | NPU | [DeepLabV3-Plus-MobileNet.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.onnx) |
60
+ | DeepLabV3-Plus-MobileNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 9.114 ms | 0 - 47 MB | NPU | [DeepLabV3-Plus-MobileNet.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
61
+ | DeepLabV3-Plus-MobileNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 7.825 ms | 3 - 43 MB | NPU | Use Export Script |
62
+ | DeepLabV3-Plus-MobileNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 7.512 ms | 1 - 43 MB | NPU | [DeepLabV3-Plus-MobileNet.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.onnx) |
63
+ | DeepLabV3-Plus-MobileNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 8.61 ms | 0 - 30 MB | NPU | [DeepLabV3-Plus-MobileNet.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
64
+ | DeepLabV3-Plus-MobileNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 7.555 ms | 3 - 40 MB | NPU | Use Export Script |
65
+ | DeepLabV3-Plus-MobileNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 7.463 ms | 3 - 36 MB | NPU | [DeepLabV3-Plus-MobileNet.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.onnx) |
66
+ | DeepLabV3-Plus-MobileNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 11.973 ms | 3 - 3 MB | NPU | Use Export Script |
67
+ | DeepLabV3-Plus-MobileNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 11.837 ms | 10 - 10 MB | NPU | [DeepLabV3-Plus-MobileNet.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet.onnx) |
68
+ | DeepLabV3-Plus-MobileNet | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 21.221 ms | 2 - 11 MB | NPU | Use Export Script |
69
+ | DeepLabV3-Plus-MobileNet | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 11.951 ms | 2 - 51 MB | NPU | Use Export Script |
70
+ | DeepLabV3-Plus-MobileNet | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 8.299 ms | 2 - 4 MB | NPU | Use Export Script |
71
+ | DeepLabV3-Plus-MobileNet | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 8.893 ms | 2 - 12 MB | NPU | Use Export Script |
72
+ | DeepLabV3-Plus-MobileNet | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 43.959 ms | 2 - 15 MB | NPU | Use Export Script |
73
+ | DeepLabV3-Plus-MobileNet | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 21.221 ms | 2 - 11 MB | NPU | Use Export Script |
74
+ | DeepLabV3-Plus-MobileNet | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 8.301 ms | 2 - 4 MB | NPU | Use Export Script |
75
+ | DeepLabV3-Plus-MobileNet | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 12.554 ms | 2 - 20 MB | NPU | Use Export Script |
76
+ | DeepLabV3-Plus-MobileNet | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 8.319 ms | 2 - 4 MB | NPU | Use Export Script |
77
+ | DeepLabV3-Plus-MobileNet | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 8.893 ms | 2 - 12 MB | NPU | Use Export Script |
78
+ | DeepLabV3-Plus-MobileNet | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 8.261 ms | 2 - 16 MB | NPU | Use Export Script |
79
+ | DeepLabV3-Plus-MobileNet | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 74.094 ms | 93 - 141 MB | NPU | [DeepLabV3-Plus-MobileNet.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet_w8a16.onnx) |
80
+ | DeepLabV3-Plus-MobileNet | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 5.907 ms | 2 - 52 MB | NPU | Use Export Script |
81
+ | DeepLabV3-Plus-MobileNet | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 58.434 ms | 97 - 247 MB | NPU | [DeepLabV3-Plus-MobileNet.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet_w8a16.onnx) |
82
+ | DeepLabV3-Plus-MobileNet | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 4.979 ms | 2 - 45 MB | NPU | Use Export Script |
83
+ | DeepLabV3-Plus-MobileNet | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 58.233 ms | 84 - 227 MB | NPU | [DeepLabV3-Plus-MobileNet.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet_w8a16.onnx) |
84
+ | DeepLabV3-Plus-MobileNet | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 8.904 ms | 2 - 2 MB | NPU | Use Export Script |
85
+ | DeepLabV3-Plus-MobileNet | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 72.494 ms | 133 - 133 MB | NPU | [DeepLabV3-Plus-MobileNet.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet/blob/main/DeepLabV3-Plus-MobileNet_w8a16.onnx) |
86
 
87
 
88
 
 
144
  Profiling Results
145
  ------------------------------------------------------------
146
  DeepLabV3-Plus-MobileNet
147
+ Device : cs_8275 (ANDROID 14)
148
+ Runtime : TFLITE
149
+ Estimated inference time (ms) : 62.8
150
+ Estimated peak memory usage (MB): [0, 26]
151
+ Total # Ops : 101
152
+ Compute Unit(s) : npu (101 ops) gpu (0 ops) cpu (0 ops)
153
  ```
154
 
155