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Segment-Anything-Model-3

Image Segmentation
PyTorch
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android
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v0.58.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.58.0 for changelog.

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  1. README.md +47 -41
README.md CHANGED
@@ -15,18 +15,18 @@ pipeline_tag: image-segmentation
15
  SAM3 (Segment Anything with Concepts) extends SAM2 with open-vocabulary segmentation, producing bounding boxes and masks for objects matching a natural-language prompt.
16
 
17
  This is based on the implementation of Segment-Anything-Model-3 found [here](https://github.com/facebookresearch/sam3).
18
- This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.57.3/src/qai_hub_models/models/sam3) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
19
 
20
  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
21
 
22
  ## Getting Started
23
  Due to licensing restrictions, we cannot distribute pre-exported model assets for this model.
24
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.57.3/src/qai_hub_models/models/sam3) Python library to compile and export the model with your own:
25
  - Custom weights (e.g., fine-tuned checkpoints)
26
  - Custom input shapes
27
  - Target device and runtime configurations
28
 
29
- See our repository for [Segment-Anything-Model-3 on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.57.3/src/qai_hub_models/models/sam3) for usage instructions.
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  ## Model Details
@@ -44,44 +44,50 @@ See our repository for [Segment-Anything-Model-3 on GitHub](https://github.com/q
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  ## Performance Summary
45
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
46
  |---|---|---|---|---|---|---
47
- | head | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | 211.492 ms | 135 - 135 MB | NPU
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- | head | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 484.733 ms | 667 - 667 MB | NPU
49
- | head | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 381.125 ms | 156 - 167 MB | NPU
50
- | head | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 236.184 ms | 131 - 143 MB | NPU
51
- | head | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | 503.413 ms | 106 - 215 MB | NPU
52
- | head | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Mobile | 286.171 ms | 132 - 143 MB | NPU
53
- | head | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8750 | 286.171 ms | 132 - 143 MB | NPU
54
- | head | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS7181 | 484.733 ms | 667 - 667 MB | NPU
55
- | head | QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | 210.844 ms | 106 - 106 MB | NPU
56
- | head | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 489.544 ms | 107 - 107 MB | NPU
57
- | head | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 385.297 ms | 106 - 118 MB | NPU
58
- | head | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8275 | 1006.597 ms | 87 - 95 MB | NPU
59
- | head | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 236.135 ms | 81 - 90 MB | NPU
60
- | head | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | 1006.597 ms | 87 - 95 MB | NPU
61
- | head | QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | 503.79 ms | 106 - 278 MB | NPU
62
- | head | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Mobile | 279.471 ms | 81 - 94 MB | NPU
63
- | head | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 596.634 ms | 87 - 96 MB | NPU
64
- | head | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8750 | 279.471 ms | 81 - 94 MB | NPU
65
- | head | QNN_CONTEXT_BINARY | float | Qualcomm® QCS7181 | 489.544 ms | 107 - 107 MB | NPU
66
- | vision_backbone | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | 1077.436 ms | 265 - 265 MB | NPU
67
- | vision_backbone | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 2157.567 ms | 944 - 944 MB | NPU
68
- | vision_backbone | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1721.251 ms | 20 - 31 MB | NPU
69
- | vision_backbone | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1208.259 ms | 56 - 68 MB | NPU
70
- | vision_backbone | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | 2431.819 ms | 117 - 131 MB | NPU
71
- | vision_backbone | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Mobile | 1405.929 ms | 18 - 29 MB | NPU
72
- | vision_backbone | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8750 | 1405.929 ms | 18 - 29 MB | NPU
73
- | vision_backbone | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS7181 | 2157.567 ms | 944 - 944 MB | NPU
74
- | vision_backbone | QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | 1078.092 ms | 12 - 12 MB | NPU
75
- | vision_backbone | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 2190.203 ms | 12 - 12 MB | NPU
76
- | vision_backbone | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 1731.302 ms | 12 - 27 MB | NPU
77
- | vision_backbone | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8275 | 6355.089 ms | 8 - 17 MB | NPU
78
- | vision_backbone | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 1230.139 ms | 24 - 33 MB | NPU
79
- | vision_backbone | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | 6355.089 ms | 8 - 17 MB | NPU
80
- | vision_backbone | QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | 2430.561 ms | 12 - 131 MB | NPU
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- | vision_backbone | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Mobile | 1397.335 ms | 0 - 9 MB | NPU
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- | vision_backbone | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 2813.386 ms | 0 - 9 MB | NPU
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- | vision_backbone | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8750 | 1397.335 ms | 0 - 9 MB | NPU
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- | vision_backbone | QNN_CONTEXT_BINARY | float | Qualcomm® QCS7181 | 2190.203 ms | 12 - 12 MB | NPU
 
 
 
 
 
 
85
 
86
  ## License
87
  * The license for the original implementation of Segment-Anything-Model-3 can be found
 
15
  SAM3 (Segment Anything with Concepts) extends SAM2 with open-vocabulary segmentation, producing bounding boxes and masks for objects matching a natural-language prompt.
16
 
17
  This is based on the implementation of Segment-Anything-Model-3 found [here](https://github.com/facebookresearch/sam3).
18
+ This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/sam3) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
19
 
20
  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
21
 
22
  ## Getting Started
23
  Due to licensing restrictions, we cannot distribute pre-exported model assets for this model.
24
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/sam3) Python library to compile and export the model with your own:
25
  - Custom weights (e.g., fine-tuned checkpoints)
26
  - Custom input shapes
27
  - Target device and runtime configurations
28
 
29
+ See our repository for [Segment-Anything-Model-3 on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/sam3) for usage instructions.
30
 
31
 
32
  ## Model Details
 
44
  ## Performance Summary
45
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
46
  |---|---|---|---|---|---|---
47
+ | head | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | 210.967 ms | 136 - 136 MB | NPU
48
+ | head | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 484.159 ms | 667 - 667 MB | NPU
49
+ | head | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 388.004 ms | 155 - 167 MB | NPU
50
+ | head | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Mobile | 282.888 ms | 131 - 142 MB | NPU
51
+ | head | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 503.706 ms | 106 - 215 MB | NPU
52
+ | head | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 239.409 ms | 131 - 143 MB | NPU
53
+ | head | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 282.888 ms | 131 - 142 MB | NPU
54
+ | head | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 484.159 ms | 667 - 667 MB | NPU
55
+ | head | QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | 210.224 ms | 107 - 107 MB | NPU
56
+ | head | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 484.549 ms | 107 - 107 MB | NPU
57
+ | head | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 382.282 ms | 81 - 88 MB | NPU
58
+ | head | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8275 | 1011.28 ms | 99 - 108 MB | NPU
59
+ | head | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | 517.472 ms | 106 - 117 MB | NPU
60
+ | head | QNN_CONTEXT_BINARY | float | Qualcomm® SA8650P | 517.472 ms | 106 - 117 MB | NPU
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+ | head | QNN_CONTEXT_BINARY | float | Qualcomm® SA8255P | 517.472 ms | 106 - 117 MB | NPU
62
+ | head | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | 1011.28 ms | 99 - 108 MB | NPU
63
+ | head | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Mobile | 269.478 ms | 65 - 78 MB | NPU
64
+ | head | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-9075 | 502.983 ms | 106 - 278 MB | NPU
65
+ | head | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 254.812 ms | 30 - 38 MB | NPU
66
+ | head | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 595.762 ms | 82 - 87 MB | NPU
67
+ | head | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ Q-8750 | 269.478 ms | 65 - 78 MB | NPU
68
+ | head | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-X7181 | 484.549 ms | 107 - 107 MB | NPU
69
+ | vision_backbone | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | 1081.812 ms | 265 - 265 MB | NPU
70
+ | vision_backbone | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 2186.126 ms | 943 - 943 MB | NPU
71
+ | vision_backbone | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1713.592 ms | 112 - 124 MB | NPU
72
+ | vision_backbone | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Mobile | 1405.92 ms | 8 - 19 MB | NPU
73
+ | vision_backbone | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 2431.433 ms | 12 - 26 MB | NPU
74
+ | vision_backbone | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1241.134 ms | 8 - 20 MB | NPU
75
+ | vision_backbone | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 1405.92 ms | 8 - 19 MB | NPU
76
+ | vision_backbone | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 2186.126 ms | 943 - 943 MB | NPU
77
+ | vision_backbone | QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | 1076.385 ms | 12 - 12 MB | NPU
78
+ | vision_backbone | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 2161.032 ms | 12 - 12 MB | NPU
79
+ | vision_backbone | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 1720.782 ms | 12 - 25 MB | NPU
80
+ | vision_backbone | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8275 | 6387.436 ms | 11 - 21 MB | NPU
81
+ | vision_backbone | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | 2499.517 ms | 6 - 17 MB | NPU
82
+ | vision_backbone | QNN_CONTEXT_BINARY | float | Qualcomm® SA8650P | 2499.517 ms | 6 - 17 MB | NPU
83
+ | vision_backbone | QNN_CONTEXT_BINARY | float | Qualcomm® SA8255P | 2499.517 ms | 6 - 17 MB | NPU
84
+ | vision_backbone | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | 6387.436 ms | 11 - 21 MB | NPU
85
+ | vision_backbone | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Mobile | 1408.5 ms | 0 - 13 MB | NPU
86
+ | vision_backbone | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-9075 | 2901.601 ms | 12 - 131 MB | NPU
87
+ | vision_backbone | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 1208.963 ms | 26 - 34 MB | NPU
88
+ | vision_backbone | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 2814.964 ms | 6 - 17 MB | NPU
89
+ | vision_backbone | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ Q-8750 | 1408.5 ms | 0 - 13 MB | NPU
90
+ | vision_backbone | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-X7181 | 2161.032 ms | 12 - 12 MB | NPU
91
 
92
  ## License
93
  * The license for the original implementation of Segment-Anything-Model-3 can be found