Hugging Face's logo

qualcomm
/
FastSam-X

Image Segmentation
PyTorch
TF Lite
ONNX
android
Model card Files Community
qaihm-bot commited on
Commit
1a8daa6
·
verified ·
1 Parent(s): 3e75292

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +28 -18
README.md CHANGED
@@ -35,21 +35,31 @@ More details on model performance across various devices, can be found
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
- | FastSam-X | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 45.029 ms | 5 - 20 MB | FP16 | NPU | [FastSam-X.so](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.so) |
39
- | FastSam-X | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 46.786 ms | 0 - 157 MB | FP16 | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
40
- | FastSam-X | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 34.74 ms | 5 - 66 MB | FP16 | NPU | [FastSam-X.so](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.so) |
41
- | FastSam-X | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 35.254 ms | 14 - 173 MB | FP16 | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
42
- | FastSam-X | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 30.954 ms | 3 - 61 MB | FP16 | NPU | Use Export Script |
43
- | FastSam-X | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 31.566 ms | 15 - 92 MB | FP16 | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
44
- | FastSam-X | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 42.922 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
45
- | FastSam-X | SA7255P ADP | SA7255P | QNN | 2095.966 ms | 4 - 9 MB | FP16 | NPU | Use Export Script |
46
- | FastSam-X | SA8255 (Proxy) | SA8255P Proxy | QNN | 44.325 ms | 5 - 10 MB | FP16 | NPU | Use Export Script |
47
- | FastSam-X | SA8295P ADP | SA8295P | QNN | 82.797 ms | 1 - 7 MB | FP16 | NPU | Use Export Script |
48
- | FastSam-X | SA8650 (Proxy) | SA8650P Proxy | QNN | 43.338 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
49
- | FastSam-X | SA8775P ADP | SA8775P | QNN | 85.641 ms | 1 - 7 MB | FP16 | NPU | Use Export Script |
50
- | FastSam-X | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 89.247 ms | 4 - 61 MB | FP16 | NPU | Use Export Script |
51
- | FastSam-X | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 44.45 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
52
- | FastSam-X | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 49.475 ms | 139 - 139 MB | FP16 | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
 
 
 
 
 
 
 
 
 
 
53
 
54
 
55
 
@@ -113,9 +123,9 @@ Profiling Results
113
  ------------------------------------------------------------
114
  FastSam-X
115
  Device : Samsung Galaxy S23 (13)
116
- Runtime : QNN
117
- Estimated inference time (ms) : 45.0
118
- Estimated peak memory usage (MB): [5, 20]
119
  Total # Ops : 418
120
  Compute Unit(s) : NPU (418 ops)
121
  ```
 
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | FastSam-X | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 47.109 ms | 4 - 54 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
39
+ | FastSam-X | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 45.612 ms | 8 - 24 MB | FP16 | NPU | [FastSam-X.so](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.so) |
40
+ | FastSam-X | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 47.961 ms | 0 - 158 MB | FP16 | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
41
+ | FastSam-X | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 34.705 ms | 2 - 63 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
42
+ | FastSam-X | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 34.385 ms | 0 - 58 MB | FP16 | NPU | [FastSam-X.so](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.so) |
43
+ | FastSam-X | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 35.036 ms | 0 - 160 MB | FP16 | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
44
+ | FastSam-X | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 31.064 ms | 4 - 62 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
45
+ | FastSam-X | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 30.789 ms | 5 - 62 MB | FP16 | NPU | Use Export Script |
46
+ | FastSam-X | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 31.618 ms | 14 - 93 MB | FP16 | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
47
+ | FastSam-X | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 47.11 ms | 3 - 50 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
48
+ | FastSam-X | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 43.338 ms | 5 - 8 MB | FP16 | NPU | Use Export Script |
49
+ | FastSam-X | SA7255P ADP | SA7255P | TFLITE | 2097.849 ms | 0 - 60 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
50
+ | FastSam-X | SA7255P ADP | SA7255P | QNN | 2095.808 ms | 3 - 13 MB | FP16 | NPU | Use Export Script |
51
+ | FastSam-X | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 45.518 ms | 4 - 52 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
52
+ | FastSam-X | SA8255 (Proxy) | SA8255P Proxy | QNN | 43.083 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
53
+ | FastSam-X | SA8295P ADP | SA8295P | TFLITE | 93.866 ms | 4 - 60 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
54
+ | FastSam-X | SA8295P ADP | SA8295P | QNN | 82.776 ms | 4 - 10 MB | FP16 | NPU | Use Export Script |
55
+ | FastSam-X | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 46.394 ms | 4 - 54 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
56
+ | FastSam-X | SA8650 (Proxy) | SA8650P Proxy | QNN | 43.71 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
57
+ | FastSam-X | SA8775P ADP | SA8775P | TFLITE | 87.602 ms | 4 - 64 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
58
+ | FastSam-X | SA8775P ADP | SA8775P | QNN | 85.644 ms | 2 - 13 MB | FP16 | NPU | Use Export Script |
59
+ | FastSam-X | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 93.467 ms | 4 - 66 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
60
+ | FastSam-X | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 99.489 ms | 4 - 65 MB | FP16 | NPU | Use Export Script |
61
+ | FastSam-X | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 44.471 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
62
+ | FastSam-X | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 49.543 ms | 140 - 140 MB | FP16 | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
63
 
64
 
65
 
 
123
  ------------------------------------------------------------
124
  FastSam-X
125
  Device : Samsung Galaxy S23 (13)
126
+ Runtime : TFLITE
127
+ Estimated inference time (ms) : 47.1
128
+ Estimated peak memory usage (MB): [4, 54]
129
  Total # Ops : 418
130
  Compute Unit(s) : NPU (418 ops)
131
  ```