Hugging Face's logo

qualcomm
/
FastSam-X

Image Segmentation
PyTorch
LiteRT
ONNX
android
Model card Files Community
qaihm-bot commited on
Commit
f77b4ee
·
verified ·
1 Parent(s): d6b1937

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +31 -31
README.md CHANGED
@@ -35,35 +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 | 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
 
@@ -127,8 +127,8 @@ Profiling Results
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
  ```
 
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 | 42.606 ms | 4 - 61 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 | 42.402 ms | 5 - 8 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 | 49.202 ms | 11 - 309 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 | 34.723 ms | 3 - 187 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 | 32.178 ms | 5 - 24 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 | 36.472 ms | 16 - 77 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 | 30.981 ms | 3 - 98 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 | 27.855 ms | 5 - 61 MB | FP16 | NPU | Use Export Script |
46
+ | FastSam-X | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 33.102 ms | 11 - 64 MB | FP16 | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
47
+ | FastSam-X | SA7255P ADP | SA7255P | TFLITE | 2097.231 ms | 0 - 94 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
48
+ | FastSam-X | SA7255P ADP | SA7255P | QNN | 2093.89 ms | 5 - 12 MB | FP16 | NPU | Use Export Script |
49
+ | FastSam-X | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 45.252 ms | 4 - 57 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 | 42.801 ms | 5 - 8 MB | FP16 | NPU | Use Export Script |
51
+ | FastSam-X | SA8295P ADP | SA8295P | TFLITE | 89.751 ms | 4 - 95 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
52
+ | FastSam-X | SA8295P ADP | SA8295P | QNN | 80.148 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
53
+ | FastSam-X | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 42.593 ms | 4 - 60 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 | 42.455 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
55
+ | FastSam-X | SA8775P ADP | SA8775P | TFLITE | 86.798 ms | 4 - 97 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
56
+ | FastSam-X | SA8775P ADP | SA8775P | QNN | 84.171 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
57
+ | FastSam-X | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 2097.231 ms | 0 - 94 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 | 2093.89 ms | 5 - 12 MB | FP16 | NPU | Use Export Script |
59
+ | FastSam-X | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 45.52 ms | 4 - 58 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 | 42.282 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
61
+ | FastSam-X | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 86.798 ms | 4 - 97 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 | 84.171 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
63
+ | FastSam-X | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 86.958 ms | 2 - 191 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 | 85.26 ms | 5 - 63 MB | FP16 | NPU | Use Export Script |
65
+ | FastSam-X | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 43.55 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
66
+ | FastSam-X | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 48.696 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) : 42.6
131
+ Estimated peak memory usage (MB): [4, 61]
132
  Total # Ops : 419
133
  Compute Unit(s) : NPU (419 ops)
134
  ```