Upload README.md with huggingface_hub
Browse files
README.md
CHANGED
@@ -35,64 +35,64 @@ More details on model performance across various devices, can be found
|
|
35 |
|
36 |
| Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
|
37 |
|---|---|---|---|---|---|---|---|---|
|
38 |
-
| SAMEncoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE |
|
39 |
-
| SAMEncoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 501.
|
40 |
-
| SAMEncoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE |
|
41 |
-
| SAMEncoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN |
|
42 |
-
| SAMEncoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE |
|
43 |
-
| SAMEncoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN |
|
44 |
-
| SAMEncoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 420.
|
45 |
-
| SAMEncoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 274.
|
46 |
-
| SAMEncoder | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE |
|
47 |
-
| SAMEncoder | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 501.
|
48 |
-
| SAMEncoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE |
|
49 |
-
| SAMEncoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN |
|
50 |
-
| SAMEncoder | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE |
|
51 |
-
| SAMEncoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN |
|
52 |
-
| SAMEncoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 421.
|
53 |
-
| SAMEncoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN |
|
54 |
-
| SAMEncoder | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 420.
|
55 |
-
| SAMEncoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 274.
|
56 |
-
| SAMEncoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE |
|
57 |
-
| SAMEncoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN |
|
58 |
-
| SAMEncoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX |
|
59 |
-
| SAMEncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE |
|
60 |
-
| SAMEncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN |
|
61 |
-
| SAMEncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX |
|
62 |
-
| SAMEncoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE |
|
63 |
-
| SAMEncoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN |
|
64 |
-
| SAMEncoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX |
|
65 |
-
| SAMEncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN |
|
66 |
-
| SAMEncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX |
|
67 |
-
| SAMDecoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 16.
|
68 |
-
| SAMDecoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 13.
|
69 |
-
| SAMDecoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 8.
|
70 |
-
| SAMDecoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 8.
|
71 |
-
| SAMDecoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 7.
|
72 |
-
| SAMDecoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 6.
|
73 |
-
| SAMDecoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 8.
|
74 |
-
| SAMDecoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 7.
|
75 |
-
| SAMDecoder | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 16.
|
76 |
-
| SAMDecoder | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 13.
|
77 |
-
| SAMDecoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 7.
|
78 |
-
| SAMDecoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 6.
|
79 |
-
| SAMDecoder | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 9.
|
80 |
-
| SAMDecoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 7.
|
81 |
-
| SAMDecoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 7.
|
82 |
-
| SAMDecoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 6.
|
83 |
-
| SAMDecoder | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 8.
|
84 |
-
| SAMDecoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 7.
|
85 |
-
| SAMDecoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 7.
|
86 |
-
| SAMDecoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 6.
|
87 |
-
| SAMDecoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 8.
|
88 |
-
| SAMDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 5.
|
89 |
-
| SAMDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 4.
|
90 |
-
| SAMDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 5.
|
91 |
-
| SAMDecoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 5.
|
92 |
-
| SAMDecoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 3.
|
93 |
-
| SAMDecoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 5.397 ms |
|
94 |
-
| SAMDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 6.
|
95 |
-
| SAMDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 10.
|
96 |
|
97 |
|
98 |
|
@@ -156,7 +156,7 @@ Profiling Results
|
|
156 |
SAMEncoder
|
157 |
Device : cs_8275 (ANDROID 14)
|
158 |
Runtime : TFLITE
|
159 |
-
Estimated inference time (ms) :
|
160 |
Estimated peak memory usage (MB): [33, 165]
|
161 |
Total # Ops : 592
|
162 |
Compute Unit(s) : npu (532 ops) gpu (0 ops) cpu (60 ops)
|
|
|
35 |
|
36 |
| Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
|
37 |
|---|---|---|---|---|---|---|---|---|
|
38 |
+
| SAMEncoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 769.353 ms | 33 - 165 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
|
39 |
+
| SAMEncoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 501.318 ms | 3 - 13 MB | NPU | Use Export Script |
|
40 |
+
| SAMEncoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 588.112 ms | 33 - 175 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
|
41 |
+
| SAMEncoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 477.804 ms | 12 - 587 MB | NPU | Use Export Script |
|
42 |
+
| SAMEncoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 441.504 ms | 33 - 60 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
|
43 |
+
| SAMEncoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 268.611 ms | 12 - 14 MB | NPU | Use Export Script |
|
44 |
+
| SAMEncoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 420.17 ms | 33 - 166 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
|
45 |
+
| SAMEncoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 274.61 ms | 2 - 16 MB | NPU | Use Export Script |
|
46 |
+
| SAMEncoder | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 769.353 ms | 33 - 165 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
|
47 |
+
| SAMEncoder | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 501.318 ms | 3 - 13 MB | NPU | Use Export Script |
|
48 |
+
| SAMEncoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 429.093 ms | 33 - 68 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
|
49 |
+
| SAMEncoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 269.116 ms | 3 - 5 MB | NPU | Use Export Script |
|
50 |
+
| SAMEncoder | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 586.886 ms | 28 - 163 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
|
51 |
+
| SAMEncoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 424.964 ms | 0 - 18 MB | NPU | Use Export Script |
|
52 |
+
| SAMEncoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 421.365 ms | 33 - 60 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
|
53 |
+
| SAMEncoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 267.29 ms | 12 - 14 MB | NPU | Use Export Script |
|
54 |
+
| SAMEncoder | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 420.17 ms | 33 - 166 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
|
55 |
+
| SAMEncoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 274.61 ms | 2 - 16 MB | NPU | Use Export Script |
|
56 |
+
| SAMEncoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 419.834 ms | 33 - 59 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
|
57 |
+
| SAMEncoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 270.005 ms | 12 - 87 MB | NPU | Use Export Script |
|
58 |
+
| SAMEncoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 398.739 ms | 52 - 139 MB | NPU | [MobileSam.onnx](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.onnx) |
|
59 |
+
| SAMEncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 333.791 ms | 33 - 154 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
|
60 |
+
| SAMEncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 202.059 ms | 12 - 620 MB | NPU | Use Export Script |
|
61 |
+
| SAMEncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 298.296 ms | 96 - 213 MB | NPU | [MobileSam.onnx](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.onnx) |
|
62 |
+
| SAMEncoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 277.237 ms | 32 - 165 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
|
63 |
+
| SAMEncoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 175.191 ms | 12 - 599 MB | NPU | Use Export Script |
|
64 |
+
| SAMEncoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 223.436 ms | 92 - 220 MB | NPU | [MobileSam.onnx](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.onnx) |
|
65 |
+
| SAMEncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 275.768 ms | 12 - 12 MB | NPU | Use Export Script |
|
66 |
+
| SAMEncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 449.783 ms | 130 - 130 MB | NPU | [MobileSam.onnx](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.onnx) |
|
67 |
+
| SAMDecoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 16.776 ms | 0 - 40 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
|
68 |
+
| SAMDecoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 13.918 ms | 1 - 12 MB | NPU | Use Export Script |
|
69 |
+
| SAMDecoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 8.905 ms | 0 - 42 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
|
70 |
+
| SAMDecoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 8.838 ms | 4 - 49 MB | NPU | Use Export Script |
|
71 |
+
| SAMDecoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 7.355 ms | 0 - 29 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
|
72 |
+
| SAMDecoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 6.17 ms | 4 - 6 MB | NPU | Use Export Script |
|
73 |
+
| SAMDecoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 8.588 ms | 0 - 41 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
|
74 |
+
| SAMDecoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 7.343 ms | 2 - 16 MB | NPU | Use Export Script |
|
75 |
+
| SAMDecoder | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 16.776 ms | 0 - 40 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
|
76 |
+
| SAMDecoder | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 13.918 ms | 1 - 12 MB | NPU | Use Export Script |
|
77 |
+
| SAMDecoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 7.349 ms | 0 - 31 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
|
78 |
+
| SAMDecoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 6.195 ms | 5 - 7 MB | NPU | Use Export Script |
|
79 |
+
| SAMDecoder | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 9.829 ms | 0 - 36 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
|
80 |
+
| SAMDecoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 7.385 ms | 0 - 18 MB | NPU | Use Export Script |
|
81 |
+
| SAMDecoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 7.375 ms | 0 - 29 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
|
82 |
+
| SAMDecoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 6.194 ms | 4 - 6 MB | NPU | Use Export Script |
|
83 |
+
| SAMDecoder | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 8.588 ms | 0 - 41 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
|
84 |
+
| SAMDecoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 7.343 ms | 2 - 16 MB | NPU | Use Export Script |
|
85 |
+
| SAMDecoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 7.341 ms | 0 - 32 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
|
86 |
+
| SAMDecoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 6.126 ms | 4 - 19 MB | NPU | Use Export Script |
|
87 |
+
| SAMDecoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 8.874 ms | 1 - 65 MB | NPU | [MobileSam.onnx](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.onnx) |
|
88 |
+
| SAMDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 5.163 ms | 0 - 49 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
|
89 |
+
| SAMDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 4.138 ms | 4 - 52 MB | NPU | Use Export Script |
|
90 |
+
| SAMDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 5.9 ms | 4 - 70 MB | NPU | [MobileSam.onnx](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.onnx) |
|
91 |
+
| SAMDecoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 5.025 ms | 0 - 44 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
|
92 |
+
| SAMDecoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 3.793 ms | 4 - 44 MB | NPU | Use Export Script |
|
93 |
+
| SAMDecoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 5.397 ms | 3 - 61 MB | NPU | [MobileSam.onnx](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.onnx) |
|
94 |
+
| SAMDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 6.692 ms | 4 - 4 MB | NPU | Use Export Script |
|
95 |
+
| SAMDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 10.02 ms | 12 - 12 MB | NPU | [MobileSam.onnx](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.onnx) |
|
96 |
|
97 |
|
98 |
|
|
|
156 |
SAMEncoder
|
157 |
Device : cs_8275 (ANDROID 14)
|
158 |
Runtime : TFLITE
|
159 |
+
Estimated inference time (ms) : 769.4
|
160 |
Estimated peak memory usage (MB): [33, 165]
|
161 |
Total # Ops : 592
|
162 |
Compute Unit(s) : npu (532 ops) gpu (0 ops) cpu (60 ops)
|