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MobileSam

Image Segmentation
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android
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v0.30.2

Browse files

See https://github.com/quic/ai-hub-models/releases/v0.30.2 for changelog.

Files changed (9) hide show
  1. SAMDecoder.bin → MobileSam_SAMDecoder.onnx +2 -2
  2. SAMDecoder.tflite → MobileSam_SAMDecoder.tflite +0 -0
  3. SAMEncoder.onnx → MobileSam_SAMEncoder.onnx +0 -0
  4. SAMEncoder.tflite → MobileSam_SAMEncoder.tflite +0 -0
  5. README.md +60 -60
  6. SAMDecoder.onnx +0 -3
  7. SAMDecoder.so +0 -3
  8. SAMEncoder.bin +0 -3
  9. SAMEncoder.so +0 -3
SAMDecoder.bin → MobileSam_SAMDecoder.onnx RENAMED
@@ -1,3 +1,3 @@
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  version https://git-lfs.github.com/spec/v1
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+ oid sha256:e17f2338f85e4c03b3ec10c922eea9df9ae50511555d721c423bb6e4dc606504
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+ size 24992789
SAMDecoder.tflite → MobileSam_SAMDecoder.tflite RENAMED
File without changes
SAMEncoder.onnx → MobileSam_SAMEncoder.onnx RENAMED
File without changes
SAMEncoder.tflite → MobileSam_SAMEncoder.tflite RENAMED
File without changes
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 | 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
 
@@ -156,7 +156,7 @@ Profiling Results
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)
@@ -166,7 +166,7 @@ SAMDecoder
166
  Device : cs_8275 (ANDROID 14)
167
  Runtime : TFLITE
168
  Estimated inference time (ms) : 16.8
169
- Estimated peak memory usage (MB): [0, 40]
170
  Total # Ops : 845
171
  Compute Unit(s) : npu (845 ops) gpu (0 ops) cpu (0 ops)
172
  ```
 
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 | 805.961 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 | 992.926 ms | 12 - 22 MB | NPU | Use Export Script |
40
+ | SAMEncoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 595.924 ms | 33 - 171 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
41
+ | SAMEncoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 491.545 ms | 12 - 591 MB | NPU | Use Export Script |
42
+ | SAMEncoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 432.572 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 | 268.105 ms | 12 - 14 MB | NPU | Use Export Script |
44
+ | SAMEncoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 420.623 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 | 274.994 ms | 1 - 15 MB | NPU | Use Export Script |
46
+ | SAMEncoder | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 805.961 ms | 33 - 165 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
47
+ | SAMEncoder | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 992.926 ms | 12 - 22 MB | NPU | Use Export Script |
48
+ | SAMEncoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 428.72 ms | 33 - 67 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
49
+ | SAMEncoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 269.684 ms | 2 - 4 MB | NPU | Use Export Script |
50
+ | SAMEncoder | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 587.766 ms | 28 - 163 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
51
+ | SAMEncoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 425.537 ms | 0 - 18 MB | NPU | Use Export Script |
52
+ | SAMEncoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 436.151 ms | 33 - 58 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
53
+ | SAMEncoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 268.611 ms | 4 - 6 MB | NPU | Use Export Script |
54
+ | SAMEncoder | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 420.623 ms | 33 - 166 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
55
+ | SAMEncoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 274.994 ms | 1 - 15 MB | NPU | Use Export Script |
56
+ | SAMEncoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 427.162 ms | 33 - 60 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 | 268.541 ms | 12 - 82 MB | NPU | Use Export Script |
58
+ | SAMEncoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 385.43 ms | 79 - 137 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 | 339.111 ms | 26 - 149 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 | 201.973 ms | 12 - 619 MB | NPU | Use Export Script |
61
+ | SAMEncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 298.164 ms | 97 - 212 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 | 237.268 ms | 33 - 167 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 | 175.606 ms | 12 - 599 MB | NPU | Use Export Script |
64
+ | SAMEncoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 227.732 ms | 78 - 207 MB | NPU | [MobileSam.onnx](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.onnx) |
65
+ | SAMEncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 274.786 ms | 12 - 12 MB | NPU | Use Export Script |
66
+ | SAMEncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 426.719 ms | 131 - 131 MB | NPU | [MobileSam.onnx](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.onnx) |
67
+ | SAMDecoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 16.758 ms | 0 - 39 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
68
+ | SAMDecoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 13.94 ms | 0 - 9 MB | NPU | Use Export Script |
69
+ | SAMDecoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 8.86 ms | 0 - 40 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
70
+ | SAMDecoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 8.795 ms | 4 - 49 MB | NPU | Use Export Script |
71
+ | SAMDecoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 7.372 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 | 6.219 ms | 4 - 15 MB | NPU | Use Export Script |
73
+ | SAMDecoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 8.594 ms | 0 - 42 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
74
+ | SAMDecoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 7.344 ms | 3 - 17 MB | NPU | Use Export Script |
75
+ | SAMDecoder | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 16.758 ms | 0 - 39 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
76
+ | SAMDecoder | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 13.94 ms | 0 - 9 MB | NPU | Use Export Script |
77
+ | SAMDecoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 7.425 ms | 0 - 28 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
78
+ | SAMDecoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 6.176 ms | 2 - 4 MB | NPU | Use Export Script |
79
+ | SAMDecoder | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 9.892 ms | 0 - 37 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
80
+ | SAMDecoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 7.428 ms | 0 - 18 MB | NPU | Use Export Script |
81
+ | SAMDecoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 7.341 ms | 0 - 32 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
82
+ | SAMDecoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 6.159 ms | 4 - 6 MB | NPU | Use Export Script |
83
+ | SAMDecoder | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 8.594 ms | 0 - 42 MB | NPU | [MobileSam.tflite](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.tflite) |
84
+ | SAMDecoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 7.344 ms | 3 - 17 MB | NPU | Use Export Script |
85
+ | SAMDecoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 7.4 ms | 0 - 33 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 | 6.14 ms | 4 - 23 MB | NPU | Use Export Script |
87
+ | SAMDecoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 8.837 ms | 1 - 66 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 | 5.16 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 | 4.148 ms | 4 - 49 MB | NPU | Use Export Script |
90
+ | SAMDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 5.948 ms | 6 - 72 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 | 5.022 ms | 0 - 42 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 | 3.123 ms | 4 - 43 MB | NPU | Use Export Script |
93
+ | SAMDecoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 5.458 ms | 0 - 58 MB | NPU | [MobileSam.onnx](https://huggingface.co/qualcomm/MobileSam/blob/main/MobileSam.onnx) |
94
+ | SAMDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 6.669 ms | 4 - 4 MB | NPU | Use Export Script |
95
+ | SAMDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 10.0 ms | 11 - 11 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) : 806.0
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)
 
166
  Device : cs_8275 (ANDROID 14)
167
  Runtime : TFLITE
168
  Estimated inference time (ms) : 16.8
169
+ Estimated peak memory usage (MB): [0, 39]
170
  Total # Ops : 845
171
  Compute Unit(s) : npu (845 ops) gpu (0 ops) cpu (0 ops)
172
  ```
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