Hugging Face's logo

qualcomm
/
FastSam-S

Image Segmentation
PyTorch
LiteRT
ONNX
android
Model card Files Community
1
qaihm-bot commited on
Commit
6c0d028
·
verified ·
1 Parent(s): 0b0d060

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +30 -30
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-S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 7.23 ms | 4 - 30 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
39
- | FastSam-S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 7.058 ms | 5 - 8 MB | FP16 | NPU | [FastSam-S.so](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.so) |
40
- | FastSam-S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 8.79 ms | 15 - 89 MB | FP16 | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
41
- | FastSam-S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 5.388 ms | 4 - 58 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
42
- | FastSam-S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 5.357 ms | 5 - 25 MB | FP16 | NPU | [FastSam-S.so](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.so) |
43
- | FastSam-S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 6.412 ms | 15 - 59 MB | FP16 | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
44
- | FastSam-S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 4.928 ms | 4 - 49 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
45
- | FastSam-S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 4.297 ms | 5 - 37 MB | FP16 | NPU | Use Export Script |
46
- | FastSam-S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 5.81 ms | 17 - 54 MB | FP16 | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
47
- | FastSam-S | SA7255P ADP | SA7255P | TFLITE | 256.484 ms | 4 - 45 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
48
- | FastSam-S | SA7255P ADP | SA7255P | QNN | 256.022 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
49
- | FastSam-S | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 7.169 ms | 4 - 26 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
50
- | FastSam-S | SA8255 (Proxy) | SA8255P Proxy | QNN | 7.164 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
51
- | FastSam-S | SA8295P ADP | SA8295P | TFLITE | 14.93 ms | 4 - 42 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
52
- | FastSam-S | SA8295P ADP | SA8295P | QNN | 13.289 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
53
- | FastSam-S | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 6.897 ms | 4 - 30 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
54
- | FastSam-S | SA8650 (Proxy) | SA8650P Proxy | QNN | 7.179 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
55
- | FastSam-S | SA8775P ADP | SA8775P | TFLITE | 13.384 ms | 2 - 43 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
56
- | FastSam-S | SA8775P ADP | SA8775P | QNN | 13.211 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
57
- | FastSam-S | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 256.484 ms | 4 - 45 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
58
- | FastSam-S | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 256.022 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
59
- | FastSam-S | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 6.959 ms | 3 - 28 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
60
- | FastSam-S | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 7.056 ms | 5 - 9 MB | FP16 | NPU | Use Export Script |
61
- | FastSam-S | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 13.384 ms | 2 - 43 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
62
- | FastSam-S | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 13.211 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
63
- | FastSam-S | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 13.772 ms | 4 - 61 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
64
- | FastSam-S | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 13.884 ms | 5 - 40 MB | FP16 | NPU | Use Export Script |
65
- | FastSam-S | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 7.588 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
66
- | FastSam-S | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 9.191 ms | 20 - 20 MB | FP16 | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
67
 
68
 
69
 
@@ -127,7 +127,7 @@ Profiling Results
127
  FastSam-S
128
  Device : Samsung Galaxy S23 (13)
129
  Runtime : TFLITE
130
- Estimated inference time (ms) : 7.2
131
  Estimated peak memory usage (MB): [4, 30]
132
  Total # Ops : 287
133
  Compute Unit(s) : NPU (287 ops)
 
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | FastSam-S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 7.146 ms | 4 - 30 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
39
+ | FastSam-S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 7.855 ms | 5 - 17 MB | FP16 | NPU | [FastSam-S.so](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.so) |
40
+ | FastSam-S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 8.745 ms | 12 - 87 MB | FP16 | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
41
+ | FastSam-S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 5.405 ms | 4 - 59 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
42
+ | FastSam-S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 5.742 ms | 2 - 40 MB | FP16 | NPU | [FastSam-S.so](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.so) |
43
+ | FastSam-S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 6.37 ms | 17 - 63 MB | FP16 | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
44
+ | FastSam-S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 4.932 ms | 4 - 48 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
45
+ | FastSam-S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 5.141 ms | 5 - 36 MB | FP16 | NPU | Use Export Script |
46
+ | FastSam-S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 5.54 ms | 16 - 54 MB | FP16 | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
47
+ | FastSam-S | SA7255P ADP | SA7255P | TFLITE | 256.457 ms | 4 - 45 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
48
+ | FastSam-S | SA7255P ADP | SA7255P | QNN | 256.066 ms | 4 - 14 MB | FP16 | NPU | Use Export Script |
49
+ | FastSam-S | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 7.186 ms | 4 - 29 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
50
+ | FastSam-S | SA8255 (Proxy) | SA8255P Proxy | QNN | 7.149 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
51
+ | FastSam-S | SA8295P ADP | SA8295P | TFLITE | 14.929 ms | 4 - 43 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
52
+ | FastSam-S | SA8295P ADP | SA8295P | QNN | 13.288 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
53
+ | FastSam-S | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 7.197 ms | 4 - 29 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
54
+ | FastSam-S | SA8650 (Proxy) | SA8650P Proxy | QNN | 7.277 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
55
+ | FastSam-S | SA8775P ADP | SA8775P | TFLITE | 13.329 ms | 4 - 46 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
56
+ | FastSam-S | SA8775P ADP | SA8775P | QNN | 13.24 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
57
+ | FastSam-S | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 256.457 ms | 4 - 45 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
58
+ | FastSam-S | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 256.066 ms | 4 - 14 MB | FP16 | NPU | Use Export Script |
59
+ | FastSam-S | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 7.166 ms | 4 - 29 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
60
+ | FastSam-S | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 7.078 ms | 5 - 8 MB | FP16 | NPU | Use Export Script |
61
+ | FastSam-S | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 13.329 ms | 4 - 46 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
62
+ | FastSam-S | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 13.24 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
63
+ | FastSam-S | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 13.837 ms | 4 - 61 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
64
+ | FastSam-S | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 13.887 ms | 5 - 39 MB | FP16 | NPU | Use Export Script |
65
+ | FastSam-S | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 7.651 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
66
+ | FastSam-S | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 9.21 ms | 19 - 19 MB | FP16 | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
67
 
68
 
69
 
 
127
  FastSam-S
128
  Device : Samsung Galaxy S23 (13)
129
  Runtime : TFLITE
130
+ Estimated inference time (ms) : 7.1
131
  Estimated peak memory usage (MB): [4, 30]
132
  Total # Ops : 287
133
  Compute Unit(s) : NPU (287 ops)