Hugging Face's logo

qualcomm
/
DeepLabV3-Plus-MobileNet-Quantized

Image Segmentation
PyTorch
LiteRT
ONNX
quantized
android
Model card Files Community
qaihm-bot commited on
Commit
0832a59
·
verified ·
1 Parent(s): 6aa5fd0

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +30 -26
README.md CHANGED
@@ -1,10 +1,10 @@
1
  ---
2
  library_name: pytorch
3
  license: mit
4
- pipeline_tag: image-segmentation
5
  tags:
6
  - quantized
7
  - android
 
8
 
9
  ---
10
 
@@ -36,30 +36,34 @@ More details on model performance across various devices, can be found
36
 
37
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
38
  |---|---|---|---|---|---|---|---|---|
39
- | DeepLabV3-Plus-MobileNet-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 4.15 ms | 0 - 13 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
40
- | DeepLabV3-Plus-MobileNet-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 4.73 ms | 0 - 13 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.so](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.so) |
41
- | DeepLabV3-Plus-MobileNet-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 2.992 ms | 0 - 40 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
42
- | DeepLabV3-Plus-MobileNet-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.443 ms | 0 - 42 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.so](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.so) |
43
- | DeepLabV3-Plus-MobileNet-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.796 ms | 0 - 37 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
44
- | DeepLabV3-Plus-MobileNet-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.457 ms | 1 - 40 MB | INT8 | NPU | Use Export Script |
45
- | DeepLabV3-Plus-MobileNet-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 18.027 ms | 0 - 41 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
46
- | DeepLabV3-Plus-MobileNet-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 19.768 ms | 1 - 12 MB | INT8 | NPU | Use Export Script |
47
- | DeepLabV3-Plus-MobileNet-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 172.392 ms | 3 - 6 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
48
- | DeepLabV3-Plus-MobileNet-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 4.153 ms | 0 - 10 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
49
- | DeepLabV3-Plus-MobileNet-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.912 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
50
- | DeepLabV3-Plus-MobileNet-Quantized | SA7255P ADP | SA7255P | TFLITE | 54.84 ms | 0 - 30 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
51
- | DeepLabV3-Plus-MobileNet-Quantized | SA7255P ADP | SA7255P | QNN | 55.192 ms | 1 - 10 MB | INT8 | NPU | Use Export Script |
52
- | DeepLabV3-Plus-MobileNet-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 4.154 ms | 0 - 15 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
53
- | DeepLabV3-Plus-MobileNet-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.942 ms | 1 - 3 MB | INT8 | NPU | Use Export Script |
54
- | DeepLabV3-Plus-MobileNet-Quantized | SA8295P ADP | SA8295P | TFLITE | 6.632 ms | 0 - 37 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
55
- | DeepLabV3-Plus-MobileNet-Quantized | SA8295P ADP | SA8295P | QNN | 6.596 ms | 1 - 15 MB | INT8 | NPU | Use Export Script |
56
- | DeepLabV3-Plus-MobileNet-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 4.184 ms | 0 - 12 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
57
- | DeepLabV3-Plus-MobileNet-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.913 ms | 1 - 3 MB | INT8 | NPU | Use Export Script |
58
- | DeepLabV3-Plus-MobileNet-Quantized | SA8775P ADP | SA8775P | TFLITE | 5.709 ms | 0 - 30 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
59
- | DeepLabV3-Plus-MobileNet-Quantized | SA8775P ADP | SA8775P | QNN | 5.531 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
60
- | DeepLabV3-Plus-MobileNet-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 4.831 ms | 0 - 36 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
61
- | DeepLabV3-Plus-MobileNet-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 5.417 ms | 1 - 36 MB | INT8 | NPU | Use Export Script |
62
- | DeepLabV3-Plus-MobileNet-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.313 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
 
 
 
 
63
 
64
 
65
 
@@ -124,7 +128,7 @@ DeepLabV3-Plus-MobileNet-Quantized
124
  Device : Samsung Galaxy S23 (13)
125
  Runtime : TFLITE
126
  Estimated inference time (ms) : 4.2
127
- Estimated peak memory usage (MB): [0, 13]
128
  Total # Ops : 136
129
  Compute Unit(s) : NPU (136 ops)
130
  ```
 
1
  ---
2
  library_name: pytorch
3
  license: mit
 
4
  tags:
5
  - quantized
6
  - android
7
+ pipeline_tag: image-segmentation
8
 
9
  ---
10
 
 
36
 
37
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
38
  |---|---|---|---|---|---|---|---|---|
39
+ | DeepLabV3-Plus-MobileNet-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 4.165 ms | 0 - 12 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
40
+ | DeepLabV3-Plus-MobileNet-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 3.935 ms | 1 - 4 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.so](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.so) |
41
+ | DeepLabV3-Plus-MobileNet-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 2.997 ms | 0 - 42 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
42
+ | DeepLabV3-Plus-MobileNet-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.8 ms | 0 - 19 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.so](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.so) |
43
+ | DeepLabV3-Plus-MobileNet-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.32 ms | 0 - 41 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
44
+ | DeepLabV3-Plus-MobileNet-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.861 ms | 1 - 37 MB | INT8 | NPU | Use Export Script |
45
+ | DeepLabV3-Plus-MobileNet-Quantized | SA7255P ADP | SA7255P | TFLITE | 54.799 ms | 0 - 30 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
46
+ | DeepLabV3-Plus-MobileNet-Quantized | SA7255P ADP | SA7255P | QNN | 55.21 ms | 1 - 9 MB | INT8 | NPU | Use Export Script |
47
+ | DeepLabV3-Plus-MobileNet-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 4.155 ms | 0 - 14 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
48
+ | DeepLabV3-Plus-MobileNet-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.918 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
49
+ | DeepLabV3-Plus-MobileNet-Quantized | SA8295P ADP | SA8295P | TFLITE | 6.623 ms | 0 - 30 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
50
+ | DeepLabV3-Plus-MobileNet-Quantized | SA8295P ADP | SA8295P | QNN | 6.453 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
51
+ | DeepLabV3-Plus-MobileNet-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 4.162 ms | 0 - 11 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
52
+ | DeepLabV3-Plus-MobileNet-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.931 ms | 1 - 3 MB | INT8 | NPU | Use Export Script |
53
+ | DeepLabV3-Plus-MobileNet-Quantized | SA8775P ADP | SA8775P | TFLITE | 5.718 ms | 0 - 29 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
54
+ | DeepLabV3-Plus-MobileNet-Quantized | SA8775P ADP | SA8775P | QNN | 5.508 ms | 1 - 9 MB | INT8 | NPU | Use Export Script |
55
+ | DeepLabV3-Plus-MobileNet-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 17.998 ms | 0 - 41 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
56
+ | DeepLabV3-Plus-MobileNet-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 19.885 ms | 1 - 12 MB | INT8 | NPU | Use Export Script |
57
+ | DeepLabV3-Plus-MobileNet-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 171.402 ms | 3 - 6 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
58
+ | DeepLabV3-Plus-MobileNet-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 54.799 ms | 0 - 30 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
59
+ | DeepLabV3-Plus-MobileNet-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 55.21 ms | 1 - 9 MB | INT8 | NPU | Use Export Script |
60
+ | DeepLabV3-Plus-MobileNet-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 4.143 ms | 0 - 13 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
61
+ | DeepLabV3-Plus-MobileNet-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.898 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
62
+ | DeepLabV3-Plus-MobileNet-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 5.718 ms | 0 - 29 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
63
+ | DeepLabV3-Plus-MobileNet-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 5.508 ms | 1 - 9 MB | INT8 | NPU | Use Export Script |
64
+ | DeepLabV3-Plus-MobileNet-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 4.748 ms | 0 - 37 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
65
+ | DeepLabV3-Plus-MobileNet-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 5.496 ms | 1 - 35 MB | INT8 | NPU | Use Export Script |
66
+ | DeepLabV3-Plus-MobileNet-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.255 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
67
 
68
 
69
 
 
128
  Device : Samsung Galaxy S23 (13)
129
  Runtime : TFLITE
130
  Estimated inference time (ms) : 4.2
131
+ Estimated peak memory usage (MB): [0, 12]
132
  Total # Ops : 136
133
  Compute Unit(s) : NPU (136 ops)
134
  ```