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
ecb246d
·
verified ·
1 Parent(s): 7a9615a

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +31 -31
README.md CHANGED
@@ -36,38 +36,38 @@ 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 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 4.37 ms | 0 - 14 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
40
- | DeepLabV3-Plus-MobileNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 3.967 ms | 1 - 3 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.so](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.so) |
41
- | DeepLabV3-Plus-MobileNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 69.209 ms | 81 - 150 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.onnx) |
42
- | DeepLabV3-Plus-MobileNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 3.137 ms | 0 - 42 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
43
- | DeepLabV3-Plus-MobileNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.813 ms | 1 - 21 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.so](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.so) |
44
- | DeepLabV3-Plus-MobileNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 53.903 ms | 95 - 249 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.onnx) |
45
- | DeepLabV3-Plus-MobileNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.518 ms | 0 - 36 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
46
- | DeepLabV3-Plus-MobileNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.475 ms | 0 - 35 MB | INT8 | NPU | Use Export Script |
47
- | DeepLabV3-Plus-MobileNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 49.262 ms | 81 - 223 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.onnx) |
48
- | DeepLabV3-Plus-MobileNet | SA7255P ADP | SA7255P | TFLITE | 55.63 ms | 0 - 30 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
49
- | DeepLabV3-Plus-MobileNet | SA7255P ADP | SA7255P | QNN | 55.401 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
50
- | DeepLabV3-Plus-MobileNet | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 4.352 ms | 0 - 14 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
51
- | DeepLabV3-Plus-MobileNet | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.987 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
52
- | DeepLabV3-Plus-MobileNet | SA8295P ADP | SA8295P | TFLITE | 6.924 ms | 0 - 32 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
53
- | DeepLabV3-Plus-MobileNet | SA8295P ADP | SA8295P | QNN | 6.555 ms | 1 - 19 MB | INT8 | NPU | Use Export Script |
54
  | DeepLabV3-Plus-MobileNet | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 4.346 ms | 0 - 13 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
55
  | DeepLabV3-Plus-MobileNet | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.99 ms | 1 - 3 MB | INT8 | NPU | Use Export Script |
56
- | DeepLabV3-Plus-MobileNet | SA8775P ADP | SA8775P | TFLITE | 5.951 ms | 0 - 30 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
57
- | DeepLabV3-Plus-MobileNet | SA8775P ADP | SA8775P | QNN | 5.416 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
58
- | DeepLabV3-Plus-MobileNet | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 17.63 ms | 0 - 41 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
59
- | DeepLabV3-Plus-MobileNet | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 17.828 ms | 1 - 15 MB | INT8 | NPU | Use Export Script |
60
- | DeepLabV3-Plus-MobileNet | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 169.909 ms | 4 - 6 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
61
- | DeepLabV3-Plus-MobileNet | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 55.63 ms | 0 - 30 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
62
- | DeepLabV3-Plus-MobileNet | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 55.401 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
63
- | DeepLabV3-Plus-MobileNet | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 4.346 ms | 0 - 12 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
64
- | DeepLabV3-Plus-MobileNet | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.966 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
65
- | DeepLabV3-Plus-MobileNet | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 5.951 ms | 0 - 30 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
66
- | DeepLabV3-Plus-MobileNet | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 5.416 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
67
- | DeepLabV3-Plus-MobileNet | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 5.344 ms | 0 - 47 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
68
- | DeepLabV3-Plus-MobileNet | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 5.439 ms | 1 - 43 MB | INT8 | NPU | Use Export Script |
69
- | DeepLabV3-Plus-MobileNet | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.39 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
70
- | DeepLabV3-Plus-MobileNet | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 65.849 ms | 133 - 133 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.onnx) |
71
 
72
 
73
 
@@ -132,7 +132,7 @@ DeepLabV3-Plus-MobileNet
132
  Device : Samsung Galaxy S23 (13)
133
  Runtime : TFLITE
134
  Estimated inference time (ms) : 4.4
135
- Estimated peak memory usage (MB): [0, 14]
136
  Total # Ops : 136
137
  Compute Unit(s) : NPU (136 ops)
138
  ```
 
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 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 4.367 ms | 0 - 13 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
40
+ | DeepLabV3-Plus-MobileNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 4.423 ms | 1 - 14 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.so](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.so) |
41
+ | DeepLabV3-Plus-MobileNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 67.928 ms | 105 - 138 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.onnx) |
42
+ | DeepLabV3-Plus-MobileNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 3.142 ms | 0 - 44 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
43
+ | DeepLabV3-Plus-MobileNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.213 ms | 1 - 45 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.so](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.so) |
44
+ | DeepLabV3-Plus-MobileNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 52.646 ms | 98 - 250 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.onnx) |
45
+ | DeepLabV3-Plus-MobileNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.518 ms | 0 - 37 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
46
+ | DeepLabV3-Plus-MobileNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.955 ms | 1 - 32 MB | INT8 | NPU | Use Export Script |
47
+ | DeepLabV3-Plus-MobileNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 55.095 ms | 85 - 228 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.onnx) |
48
+ | DeepLabV3-Plus-MobileNet | SA7255P ADP | SA7255P | TFLITE | 55.574 ms | 0 - 29 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
49
+ | DeepLabV3-Plus-MobileNet | SA7255P ADP | SA7255P | QNN | 55.402 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
50
+ | DeepLabV3-Plus-MobileNet | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 4.387 ms | 0 - 15 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
51
+ | DeepLabV3-Plus-MobileNet | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.003 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
52
+ | DeepLabV3-Plus-MobileNet | SA8295P ADP | SA8295P | TFLITE | 6.937 ms | 0 - 32 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
53
+ | DeepLabV3-Plus-MobileNet | SA8295P ADP | SA8295P | QNN | 6.564 ms | 1 - 19 MB | INT8 | NPU | Use Export Script |
54
  | DeepLabV3-Plus-MobileNet | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 4.346 ms | 0 - 13 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
55
  | DeepLabV3-Plus-MobileNet | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.99 ms | 1 - 3 MB | INT8 | NPU | Use Export Script |
56
+ | DeepLabV3-Plus-MobileNet | SA8775P ADP | SA8775P | TFLITE | 5.957 ms | 0 - 30 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
57
+ | DeepLabV3-Plus-MobileNet | SA8775P ADP | SA8775P | QNN | 5.386 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
58
+ | DeepLabV3-Plus-MobileNet | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 17.148 ms | 0 - 42 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
59
+ | DeepLabV3-Plus-MobileNet | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 18.071 ms | 1 - 15 MB | INT8 | NPU | Use Export Script |
60
+ | DeepLabV3-Plus-MobileNet | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 169.181 ms | 4 - 6 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
61
+ | DeepLabV3-Plus-MobileNet | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 55.574 ms | 0 - 29 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
62
+ | DeepLabV3-Plus-MobileNet | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 55.402 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
63
+ | DeepLabV3-Plus-MobileNet | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 4.353 ms | 0 - 14 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
64
+ | DeepLabV3-Plus-MobileNet | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.96 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
65
+ | DeepLabV3-Plus-MobileNet | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 5.957 ms | 0 - 30 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
66
+ | DeepLabV3-Plus-MobileNet | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 5.386 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
67
+ | DeepLabV3-Plus-MobileNet | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 5.432 ms | 0 - 42 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
68
+ | DeepLabV3-Plus-MobileNet | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 5.664 ms | 1 - 45 MB | INT8 | NPU | Use Export Script |
69
+ | DeepLabV3-Plus-MobileNet | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.399 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
70
+ | DeepLabV3-Plus-MobileNet | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 68.246 ms | 133 - 133 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.onnx) |
71
 
72
 
73
 
 
132
  Device : Samsung Galaxy S23 (13)
133
  Runtime : TFLITE
134
  Estimated inference time (ms) : 4.4
135
+ Estimated peak memory usage (MB): [0, 13]
136
  Total # Ops : 136
137
  Compute Unit(s) : NPU (136 ops)
138
  ```