Hugging Face's logo

qualcomm
/
FastSam-X

Image Segmentation
PyTorch
LiteRT
ONNX
android
Model card Files Community
qaihm-bot commited on
Commit
fbb96d2
·
verified ·
1 Parent(s): ee5dfde

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +32 -28
README.md CHANGED
@@ -1,9 +1,9 @@
1
  ---
2
  library_name: pytorch
3
  license: agpl-3.0
4
- pipeline_tag: image-segmentation
5
  tags:
6
  - android
 
7
 
8
  ---
9
 
@@ -35,31 +35,35 @@ 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 | TFLITE | 46.279 ms | 4 - 19 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 | 45.042 ms | 4 - 21 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 | 49.854 ms | 5 - 318 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 | 34.909 ms | 1 - 61 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 | 34.417 ms | 5 - 64 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 | 34.958 ms | 14 - 79 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 | 27.589 ms | 4 - 64 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 | 27.389 ms | 5 - 64 MB | FP16 | NPU | Use Export Script |
46
- | FastSam-X | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 31.897 ms | 21 - 76 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 | 45.14 ms | 4 - 56 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 | 45.059 ms | 5 - 8 MB | FP16 | NPU | Use Export Script |
49
- | FastSam-X | SA7255P ADP | SA7255P | TFLITE | 2097.686 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 | 2095.613 ms | 5 - 14 MB | FP16 | NPU | Use Export Script |
51
- | FastSam-X | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 46.078 ms | 4 - 51 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 | 44.533 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
53
- | FastSam-X | SA8295P ADP | SA8295P | TFLITE | 93.938 ms | 0 - 56 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
54
- | FastSam-X | SA8295P ADP | SA8295P | QNN | 82.809 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
55
- | FastSam-X | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 46.425 ms | 4 - 51 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 | 43.452 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
57
- | FastSam-X | SA8775P ADP | SA8775P | TFLITE | 87.589 ms | 0 - 57 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
58
- | FastSam-X | SA8775P ADP | SA8775P | QNN | 85.645 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
59
- | FastSam-X | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 90.22 ms | 4 - 63 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 | 88.072 ms | 0 - 59 MB | FP16 | NPU | Use Export Script |
61
- | FastSam-X | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 44.542 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
62
- | FastSam-X | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 49.563 ms | 141 - 141 MB | FP16 | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
 
 
 
 
63
 
64
 
65
 
@@ -123,8 +127,8 @@ Profiling Results
123
  FastSam-X
124
  Device : Samsung Galaxy S23 (13)
125
  Runtime : TFLITE
126
- Estimated inference time (ms) : 46.3
127
- Estimated peak memory usage (MB): [4, 19]
128
  Total # Ops : 419
129
  Compute Unit(s) : NPU (419 ops)
130
  ```
 
1
  ---
2
  library_name: pytorch
3
  license: agpl-3.0
 
4
  tags:
5
  - android
6
+ pipeline_tag: image-segmentation
7
 
8
  ---
9
 
 
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 | 44.71 ms | 4 - 53 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 | 43.072 ms | 5 - 7 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 | 48.7 ms | 12 - 321 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 | 35.047 ms | 4 - 70 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 | 33.119 ms | 5 - 21 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 | 35.739 ms | 16 - 76 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 | 31.202 ms | 3 - 64 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 | 30.965 ms | 0 - 59 MB | FP16 | NPU | Use Export Script |
46
+ | FastSam-X | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 31.63 ms | 23 - 78 MB | FP16 | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
47
+ | FastSam-X | SA7255P ADP | SA7255P | TFLITE | 2097.692 ms | 0 - 60 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
48
+ | FastSam-X | SA7255P ADP | SA7255P | QNN | 2095.504 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
49
+ | FastSam-X | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 48.236 ms | 3 - 51 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
50
+ | FastSam-X | SA8255 (Proxy) | SA8255P Proxy | QNN | 43.245 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
51
+ | FastSam-X | SA8295P ADP | SA8295P | TFLITE | 94.008 ms | 0 - 55 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
52
+ | FastSam-X | SA8295P ADP | SA8295P | QNN | 82.739 ms | 0 - 11 MB | FP16 | NPU | Use Export Script |
53
+ | FastSam-X | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 47.057 ms | 4 - 56 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
54
+ | FastSam-X | SA8650 (Proxy) | SA8650P Proxy | QNN | 43.58 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
55
+ | 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) |
56
+ | FastSam-X | SA8775P ADP | SA8775P | QNN | 85.605 ms | 0 - 7 MB | FP16 | NPU | Use Export Script |
57
+ | FastSam-X | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 2097.692 ms | 0 - 60 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
58
+ | FastSam-X | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 2095.504 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
59
+ | FastSam-X | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 47.74 ms | 2 - 50 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
60
+ | FastSam-X | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 43.424 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
61
+ | FastSam-X | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 87.602 ms | 4 - 64 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
62
+ | FastSam-X | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 85.605 ms | 0 - 7 MB | FP16 | NPU | Use Export Script |
63
+ | FastSam-X | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 88.293 ms | 4 - 65 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
64
+ | FastSam-X | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 89.32 ms | 4 - 62 MB | FP16 | NPU | Use Export Script |
65
+ | FastSam-X | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 44.377 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
66
+ | FastSam-X | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 49.505 ms | 139 - 139 MB | FP16 | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
67
 
68
 
69
 
 
127
  FastSam-X
128
  Device : Samsung Galaxy S23 (13)
129
  Runtime : TFLITE
130
+ Estimated inference time (ms) : 44.7
131
+ Estimated peak memory usage (MB): [4, 53]
132
  Total # Ops : 419
133
  Compute Unit(s) : NPU (419 ops)
134
  ```