Hugging Face's logo

qualcomm
/
Unet-Segmentation

Image Segmentation
PyTorch
TF Lite
ONNX
backbone
real_time
android
Model card Files Community
qaihm-bot commited on
Commit
8cc6cc4
·
verified ·
1 Parent(s): f78cd94

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +24 -22
README.md CHANGED
@@ -37,27 +37,29 @@ More details on model performance across various devices, can be found
37
 
38
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
39
  |---|---|---|---|---|---|---|---|---|
40
- | Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 153.929 ms | 6 - 442 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
41
- | Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 151.064 ms | 10 - 30 MB | FP16 | NPU | [Unet-Segmentation.so](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.so) |
42
- | Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 155.224 ms | 16 - 18 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
43
- | Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 132.249 ms | 6 - 391 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
44
- | Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 132.978 ms | 9 - 96 MB | FP16 | NPU | [Unet-Segmentation.so](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.so) |
45
- | Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 134.367 ms | 0 - 402 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
46
- | Unet-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 142.642 ms | 6 - 442 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
47
- | Unet-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 136.843 ms | 10 - 11 MB | FP16 | NPU | Use Export Script |
48
- | Unet-Segmentation | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 147.599 ms | 6 - 442 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
49
- | Unet-Segmentation | SA8255 (Proxy) | SA8255P Proxy | QNN | 136.006 ms | 10 - 11 MB | FP16 | NPU | Use Export Script |
50
- | Unet-Segmentation | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 145.119 ms | 6 - 442 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
51
- | Unet-Segmentation | SA8775 (Proxy) | SA8775P Proxy | QNN | 143.044 ms | 10 - 11 MB | FP16 | NPU | Use Export Script |
52
- | Unet-Segmentation | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 157.28 ms | 6 - 457 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
53
- | Unet-Segmentation | SA8650 (Proxy) | SA8650P Proxy | QNN | 139.062 ms | 10 - 11 MB | FP16 | NPU | Use Export Script |
54
- | Unet-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 380.675 ms | 0 - 388 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
55
- | Unet-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 269.68 ms | 4 - 95 MB | FP16 | NPU | Use Export Script |
56
- | Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 102.802 ms | 6 - 119 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
57
- | Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 102.598 ms | 9 - 110 MB | FP16 | NPU | Use Export Script |
58
- | Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 104.486 ms | 25 - 142 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
59
- | Unet-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 135.807 ms | 9 - 9 MB | FP16 | NPU | Use Export Script |
60
- | Unet-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 147.497 ms | 54 - 54 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
 
 
61
 
62
 
63
 
@@ -121,7 +123,7 @@ Profiling Results
121
  Unet-Segmentation
122
  Device : Samsung Galaxy S23 (13)
123
  Runtime : TFLITE
124
- Estimated inference time (ms) : 153.9
125
  Estimated peak memory usage (MB): [6, 442]
126
  Total # Ops : 32
127
  Compute Unit(s) : NPU (32 ops)
 
37
 
38
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
39
  |---|---|---|---|---|---|---|---|---|
40
+ | Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 151.145 ms | 6 - 442 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
41
+ | Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 144.285 ms | 9 - 27 MB | FP16 | NPU | [Unet-Segmentation.so](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.so) |
42
+ | Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 160.989 ms | 16 - 19 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
43
+ | Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 111.618 ms | 5 - 390 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
44
+ | Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 111.94 ms | 9 - 98 MB | FP16 | NPU | [Unet-Segmentation.so](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.so) |
45
+ | Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 112.373 ms | 1 - 402 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
46
+ | Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 102.555 ms | 6 - 119 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
47
+ | Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 102.226 ms | 9 - 110 MB | FP16 | NPU | Use Export Script |
48
+ | Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 105.106 ms | 16 - 133 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
49
+ | Unet-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 148.091 ms | 6 - 731 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
50
+ | Unet-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 142.493 ms | 10 - 11 MB | FP16 | NPU | Use Export Script |
51
+ | Unet-Segmentation | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 154.964 ms | 6 - 217 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
52
+ | Unet-Segmentation | SA8255 (Proxy) | SA8255P Proxy | QNN | 139.68 ms | 12 - 13 MB | FP16 | NPU | Use Export Script |
53
+ | Unet-Segmentation | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 152.816 ms | 6 - 442 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
54
+ | Unet-Segmentation | SA8775 (Proxy) | SA8775P Proxy | QNN | 138.994 ms | 10 - 12 MB | FP16 | NPU | Use Export Script |
55
+ | Unet-Segmentation | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 148.639 ms | 6 - 442 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
56
+ | Unet-Segmentation | SA8650 (Proxy) | SA8650P Proxy | QNN | 140.975 ms | 10 - 11 MB | FP16 | NPU | Use Export Script |
57
+ | Unet-Segmentation | SA8295P ADP | SA8295P | TFLITE | 274.979 ms | 7 - 120 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
58
+ | Unet-Segmentation | SA8295P ADP | SA8295P | QNN | 266.023 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
59
+ | Unet-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 316.171 ms | 5 - 390 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
60
+ | Unet-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 280.84 ms | 5 - 93 MB | FP16 | NPU | Use Export Script |
61
+ | Unet-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 135.873 ms | 9 - 9 MB | FP16 | NPU | Use Export Script |
62
+ | Unet-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 146.944 ms | 54 - 54 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
63
 
64
 
65
 
 
123
  Unet-Segmentation
124
  Device : Samsung Galaxy S23 (13)
125
  Runtime : TFLITE
126
+ Estimated inference time (ms) : 151.1
127
  Estimated peak memory usage (MB): [6, 442]
128
  Total # Ops : 32
129
  Compute Unit(s) : NPU (32 ops)