v0.60.0
Browse filesSee https://github.com/qualcomm/ai-hub-models/releases/v0.60.0 for changelog.
README.md
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Ultralytics YOLO-World is an open-vocabulary object detection model that uses a prompt-then-detect strategy to predict bounding boxes for user-specified classes.
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This is based on the implementation of YOLO-WORLD found [here](https://github.com/AILab-CVC/YOLO-World).
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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.
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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.
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## Getting Started
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Due to licensing restrictions, we cannot distribute pre-exported model assets for this model.
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Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.
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- Custom weights (e.g., fine-tuned checkpoints)
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- Custom input shapes
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- Target device and runtime configurations
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See our repository for [YOLO-WORLD on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.
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## Model Details
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**Model Type:** Model_use_case.object_detection
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**Model Stats:**
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- Model checkpoint: yolov8s-worldv2
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- Input resolution: 640x640
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- Model size (float): 48.2 MB
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- Model size (w8a8): 12.4 MB
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- Model size (w8a16): 24.9 MB
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## Performance Summary
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| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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## License
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* The license for the original implementation of YOLO-WORLD can be found
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Ultralytics YOLO-World is an open-vocabulary object detection model that uses a prompt-then-detect strategy to predict bounding boxes for user-specified classes.
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This is based on the implementation of YOLO-WORLD found [here](https://github.com/AILab-CVC/YOLO-World).
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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/v0.60.0/src/qai_hub_models/models/yolo_world) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
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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.
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## Getting Started
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Due to licensing restrictions, we cannot distribute pre-exported model assets for this model.
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Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/yolo_world) Python library to compile and export the model with your own:
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- Custom weights (e.g., fine-tuned checkpoints)
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- Custom input shapes
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- Target device and runtime configurations
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See our repository for [YOLO-WORLD on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/yolo_world) for usage instructions.
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## Model Details
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**Model Type:** Model_use_case.object_detection
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**Model Stats:**
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- Input resolution: 640x640
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- Model checkpoint: yolov8s-worldv2
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- Model size (float): 48.2 MB
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- Model size (w8a16): 24.9 MB
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- Model size (w8a8): 12.4 MB
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- Number of parameters: 12.7M
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## Performance Summary
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| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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|---|---|---|---|---|---|---
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| detector | ONNX | float | Snapdragon® X2 Elite | 34.977 ms | 5 - 5 MB | NPU
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| detector | ONNX | float | Snapdragon® X Elite | 109.94 ms | 24 - 24 MB | NPU
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| detector | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 68.714 ms | 5 - 388 MB | NPU
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| detector | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 211.071 ms | 1 - 383 MB | NPU
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| detector | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 92.517 ms | 5 - 8 MB | NPU
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| detector | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 104.653 ms | 0 - 29 MB | NPU
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| detector | ONNX | float | Qualcomm® QCS8450 | 211.071 ms | 1 - 383 MB | NPU
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| detector | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 109.024 ms | 5 - 8 MB | NPU
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| detector | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 109.94 ms | 24 - 24 MB | NPU
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| detector | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 60.701 ms | 1 - 317 MB | NPU
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| detector | ONNX | float | Snapdragon® 8 Elite Mobile | 60.701 ms | 1 - 317 MB | NPU
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| detector | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 33.893 ms | 3 - 330 MB | NPU
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| detector | ONNX | w8a16 | Snapdragon® X2 Elite | 47.462 ms | 2 - 2 MB | NPU
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| detector | ONNX | w8a16 | Snapdragon® X Elite | 158.414 ms | 13 - 13 MB | NPU
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| detector | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 98.048 ms | 3 - 490 MB | NPU
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| detector | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 166.022 ms | 2 - 547 MB | NPU
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| detector | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 501.546 ms | 21 - 24 MB | NPU
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| detector | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 127.087 ms | 2 - 6 MB | NPU
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| detector | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 150.817 ms | 0 - 53 MB | NPU
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| detector | ONNX | w8a16 | Qualcomm® QCS8450 | 166.022 ms | 2 - 547 MB | NPU
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| detector | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 153.215 ms | 2 - 5 MB | NPU
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| detector | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 158.414 ms | 13 - 13 MB | NPU
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| detector | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 153.897 ms | 23 - 316 MB | NPU
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| detector | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 64.217 ms | 2 - 464 MB | NPU
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| detector | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 64.217 ms | 2 - 464 MB | NPU
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| detector | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 47.562 ms | 1 - 387 MB | NPU
|
| 73 |
+
| detector | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 153.897 ms | 23 - 316 MB | NPU
|
| 74 |
+
| detector | ONNX | w8a8 | Snapdragon® X2 Elite | 32.004 ms | 1 - 1 MB | NPU
|
| 75 |
+
| detector | ONNX | w8a8 | Snapdragon® X Elite | 107.716 ms | 13 - 13 MB | NPU
|
| 76 |
+
| detector | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 72.011 ms | 2 - 195 MB | NPU
|
| 77 |
+
| detector | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 149.904 ms | 2 - 193 MB | NPU
|
| 78 |
+
| detector | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 194.209 ms | 16 - 18 MB | NPU
|
| 79 |
+
| detector | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 91.36 ms | 1 - 5 MB | NPU
|
| 80 |
+
| detector | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 102.654 ms | 0 - 16 MB | NPU
|
| 81 |
+
| detector | ONNX | w8a8 | Qualcomm® QCS8450 | 149.904 ms | 2 - 193 MB | NPU
|
| 82 |
+
| detector | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 129.482 ms | 1 - 4 MB | NPU
|
| 83 |
+
| detector | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 107.716 ms | 13 - 13 MB | NPU
|
| 84 |
+
| detector | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 292.872 ms | 1 - 323 MB | NPU
|
| 85 |
+
| detector | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 89.124 ms | 14 - 263 MB | NPU
|
| 86 |
+
| detector | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 42.499 ms | 1 - 149 MB | NPU
|
| 87 |
+
| detector | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 42.499 ms | 1 - 149 MB | NPU
|
| 88 |
+
| detector | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 31.717 ms | 0 - 152 MB | NPU
|
| 89 |
+
| detector | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 89.124 ms | 14 - 263 MB | NPU
|
| 90 |
+
| detector | QNN_DLC | float | Snapdragon® X2 Elite | 35.658 ms | 5 - 5 MB | NPU
|
| 91 |
+
| detector | QNN_DLC | float | Snapdragon® X Elite | 113.567 ms | 5 - 5 MB | NPU
|
| 92 |
+
| detector | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 69.184 ms | 5 - 383 MB | NPU
|
| 93 |
+
| detector | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 280.545 ms | 5 - 382 MB | NPU
|
| 94 |
+
| detector | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 93.172 ms | 5 - 12 MB | NPU
|
| 95 |
+
| detector | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 193.175 ms | 0 - 311 MB | NPU
|
| 96 |
+
| detector | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 107.449 ms | 5 - 272 MB | NPU
|
| 97 |
+
| detector | QNN_DLC | float | Qualcomm® SA8775P | 111.512 ms | 0 - 310 MB | NPU
|
| 98 |
+
| detector | QNN_DLC | float | Qualcomm® SA8650P | 111.512 ms | 0 - 310 MB | NPU
|
| 99 |
+
| detector | QNN_DLC | float | Qualcomm® SA8255P | 111.512 ms | 0 - 310 MB | NPU
|
| 100 |
+
| detector | QNN_DLC | float | Qualcomm® QCS8450 | 280.545 ms | 5 - 382 MB | NPU
|
| 101 |
+
| detector | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 112.487 ms | 7 - 13 MB | NPU
|
| 102 |
+
| detector | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 113.567 ms | 5 - 5 MB | NPU
|
| 103 |
+
| detector | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 61.807 ms | 3 - 310 MB | NPU
|
| 104 |
+
| detector | QNN_DLC | float | Qualcomm® SA7255P | 193.175 ms | 0 - 311 MB | NPU
|
| 105 |
+
| detector | QNN_DLC | float | Qualcomm® SA8295P | 121.834 ms | 1 - 320 MB | NPU
|
| 106 |
+
| detector | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 61.807 ms | 3 - 310 MB | NPU
|
| 107 |
+
| detector | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 34.438 ms | 5 - 320 MB | NPU
|
| 108 |
+
| detector | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 58.344 ms | 2 - 2 MB | NPU
|
| 109 |
+
| detector | QNN_DLC | w8a16 | Snapdragon® X Elite | 157.647 ms | 2 - 2 MB | NPU
|
| 110 |
+
| detector | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 96.54 ms | 2 - 489 MB | NPU
|
| 111 |
+
| detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 125.338 ms | 0 - 5 MB | NPU
|
| 112 |
+
| detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 246.962 ms | 2 - 434 MB | NPU
|
| 113 |
+
| detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 149.842 ms | 0 - 19 MB | NPU
|
| 114 |
+
| detector | QNN_DLC | w8a16 | Qualcomm® SA8775P | 152.112 ms | 1 - 437 MB | NPU
|
| 115 |
+
| detector | QNN_DLC | w8a16 | Qualcomm® SA8650P | 152.112 ms | 1 - 437 MB | NPU
|
| 116 |
+
| detector | QNN_DLC | w8a16 | Qualcomm® SA8255P | 152.112 ms | 1 - 437 MB | NPU
|
| 117 |
+
| detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 152.693 ms | 2 - 6 MB | NPU
|
| 118 |
+
| detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 157.647 ms | 2 - 2 MB | NPU
|
| 119 |
+
| detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 63.462 ms | 0 - 448 MB | NPU
|
| 120 |
+
| detector | QNN_DLC | w8a16 | Qualcomm® SA7255P | 246.962 ms | 2 - 434 MB | NPU
|
| 121 |
+
| detector | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 63.462 ms | 0 - 448 MB | NPU
|
| 122 |
+
| detector | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 57.976 ms | 2 - 561 MB | NPU
|
| 123 |
+
| detector | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 32.414 ms | 1 - 1 MB | NPU
|
| 124 |
+
| detector | QNN_DLC | w8a8 | Snapdragon® X Elite | 104.306 ms | 1 - 1 MB | NPU
|
| 125 |
+
| detector | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 74.406 ms | 1 - 173 MB | NPU
|
| 126 |
+
| detector | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 138.139 ms | 1 - 313 MB | NPU
|
| 127 |
+
| detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 101.844 ms | 1 - 5 MB | NPU
|
| 128 |
+
| detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 200.639 ms | 2 - 267 MB | NPU
|
| 129 |
+
| detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 99.009 ms | 1 - 130 MB | NPU
|
| 130 |
+
| detector | QNN_DLC | w8a8 | Qualcomm® SA8775P | 100.696 ms | 1 - 135 MB | NPU
|
| 131 |
+
| detector | QNN_DLC | w8a8 | Qualcomm® SA8650P | 100.696 ms | 1 - 135 MB | NPU
|
| 132 |
+
| detector | QNN_DLC | w8a8 | Qualcomm® SA8255P | 100.696 ms | 1 - 135 MB | NPU
|
| 133 |
+
| detector | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 138.139 ms | 1 - 313 MB | NPU
|
| 134 |
+
| detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 101.179 ms | 1 - 4 MB | NPU
|
| 135 |
+
| detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 104.306 ms | 1 - 1 MB | NPU
|
| 136 |
+
| detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 42.288 ms | 1 - 133 MB | NPU
|
| 137 |
+
| detector | QNN_DLC | w8a8 | Qualcomm® SA7255P | 200.639 ms | 2 - 267 MB | NPU
|
| 138 |
+
| detector | QNN_DLC | w8a8 | Qualcomm® SA8295P | 118.157 ms | 2 - 138 MB | NPU
|
| 139 |
+
| detector | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 42.288 ms | 1 - 133 MB | NPU
|
| 140 |
+
| detector | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 31.418 ms | 1 - 126 MB | NPU
|
| 141 |
+
| detector | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 68.641 ms | 0 - 387 MB | NPU
|
| 142 |
+
| detector | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 164.953 ms | 1 - 395 MB | NPU
|
| 143 |
+
| detector | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 92.826 ms | 0 - 36 MB | NPU
|
| 144 |
+
| detector | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 192.015 ms | 1 - 322 MB | NPU
|
| 145 |
+
| detector | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 105.837 ms | 0 - 3 MB | NPU
|
| 146 |
+
| detector | TFLITE | float | Qualcomm® SA8775P | 110.25 ms | 0 - 321 MB | NPU
|
| 147 |
+
| detector | TFLITE | float | Qualcomm® SA8650P | 110.25 ms | 0 - 321 MB | NPU
|
| 148 |
+
| detector | TFLITE | float | Qualcomm® SA8255P | 110.25 ms | 0 - 321 MB | NPU
|
| 149 |
+
| detector | TFLITE | float | Qualcomm® QCS8450 | 164.953 ms | 1 - 395 MB | NPU
|
| 150 |
+
| detector | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 110.28 ms | 0 - 35 MB | NPU
|
| 151 |
+
| detector | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 60.466 ms | 0 - 326 MB | NPU
|
| 152 |
+
| detector | TFLITE | float | Qualcomm® SA7255P | 192.015 ms | 1 - 322 MB | NPU
|
| 153 |
+
| detector | TFLITE | float | Qualcomm® SA8295P | 120.286 ms | 1 - 328 MB | NPU
|
| 154 |
+
| detector | TFLITE | float | Snapdragon® 8 Elite Mobile | 60.466 ms | 0 - 326 MB | NPU
|
| 155 |
+
| detector | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 33.518 ms | 0 - 334 MB | NPU
|
| 156 |
+
| detector | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 71.816 ms | 0 - 179 MB | NPU
|
| 157 |
+
| detector | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 147.836 ms | 0 - 178 MB | NPU
|
| 158 |
+
| detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 224.304 ms | 0 - 28 MB | NPU
|
| 159 |
+
| detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 95.021 ms | 0 - 18 MB | NPU
|
| 160 |
+
| detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 187.895 ms | 0 - 135 MB | NPU
|
| 161 |
+
| detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 102.371 ms | 0 - 5 MB | NPU
|
| 162 |
+
| detector | TFLITE | w8a8 | Qualcomm® SA8775P | 103.493 ms | 0 - 279 MB | NPU
|
| 163 |
+
| detector | TFLITE | w8a8 | Qualcomm® SA8650P | 103.493 ms | 0 - 279 MB | NPU
|
| 164 |
+
| detector | TFLITE | w8a8 | Qualcomm® SA8255P | 103.493 ms | 0 - 279 MB | NPU
|
| 165 |
+
| detector | TFLITE | w8a8 | Qualcomm® QCS8450 | 147.836 ms | 0 - 178 MB | NPU
|
| 166 |
+
| detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 127.079 ms | 0 - 17 MB | NPU
|
| 167 |
+
| detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 300.329 ms | 0 - 273 MB | NPU
|
| 168 |
+
| detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 89.546 ms | 0 - 248 MB | NPU
|
| 169 |
+
| detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 43.144 ms | 0 - 122 MB | NPU
|
| 170 |
+
| detector | TFLITE | w8a8 | Qualcomm® SA7255P | 187.895 ms | 0 - 135 MB | NPU
|
| 171 |
+
| detector | TFLITE | w8a8 | Qualcomm® SA8295P | 117.672 ms | 0 - 140 MB | NPU
|
| 172 |
+
| detector | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 43.144 ms | 0 - 122 MB | NPU
|
| 173 |
+
| detector | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 31.61 ms | 0 - 125 MB | NPU
|
| 174 |
+
| detector | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 89.546 ms | 0 - 248 MB | NPU
|
| 175 |
+
| text_encoder | ONNX | float | Snapdragon® X2 Elite | 106.815 ms | 1 - 1 MB | NPU
|
| 176 |
+
| text_encoder | ONNX | float | Snapdragon® X Elite | 242.569 ms | 138 - 138 MB | NPU
|
| 177 |
+
| text_encoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 173.174 ms | 1 - 3483 MB | NPU
|
| 178 |
+
| text_encoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 332.498 ms | 1 - 3427 MB | NPU
|
| 179 |
+
| text_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 252.04 ms | 0 - 4 MB | NPU
|
| 180 |
+
| text_encoder | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 239.687 ms | 0 - 164 MB | NPU
|
| 181 |
+
| text_encoder | ONNX | float | Qualcomm® QCS8450 | 332.498 ms | 1 - 3427 MB | NPU
|
| 182 |
+
| text_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 260.604 ms | 0 - 3 MB | NPU
|
| 183 |
+
| text_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 242.569 ms | 138 - 138 MB | NPU
|
| 184 |
+
| text_encoder | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 137.881 ms | 1 - 1994 MB | NPU
|
| 185 |
+
| text_encoder | ONNX | float | Snapdragon® 8 Elite Mobile | 137.881 ms | 1 - 1994 MB | NPU
|
| 186 |
+
| text_encoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 103.801 ms | 1 - 1883 MB | NPU
|
| 187 |
+
| text_encoder | ONNX | w8a16 | Snapdragon® X2 Elite | 133.889 ms | 1 - 1 MB | NPU
|
| 188 |
+
| text_encoder | ONNX | w8a16 | Snapdragon® X Elite | 301.048 ms | 105 - 105 MB | NPU
|
| 189 |
+
| text_encoder | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 208.019 ms | 0 - 1572 MB | NPU
|
| 190 |
+
| text_encoder | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 350.366 ms | 1 - 1559 MB | NPU
|
| 191 |
+
| text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 1024.667 ms | 13 - 16 MB | NPU
|
| 192 |
+
| text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 265.612 ms | 0 - 4 MB | NPU
|
| 193 |
+
| text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 292.411 ms | 0 - 116 MB | NPU
|
| 194 |
+
| text_encoder | ONNX | w8a16 | Qualcomm® QCS8450 | 350.366 ms | 1 - 1559 MB | NPU
|
| 195 |
+
| text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 342.988 ms | 0 - 3 MB | NPU
|
| 196 |
+
| text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 301.048 ms | 105 - 105 MB | NPU
|
| 197 |
+
| text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 325.652 ms | 15 - 2304 MB | NPU
|
| 198 |
+
| text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 157.583 ms | 0 - 1418 MB | NPU
|
| 199 |
+
| text_encoder | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 157.583 ms | 0 - 1418 MB | NPU
|
| 200 |
+
| text_encoder | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 132.619 ms | 0 - 1430 MB | NPU
|
| 201 |
+
| text_encoder | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 325.652 ms | 15 - 2304 MB | NPU
|
| 202 |
+
| text_encoder | ONNX | w8a8 | Snapdragon® X2 Elite | 35.721 ms | 1 - 1 MB | NPU
|
| 203 |
+
| text_encoder | ONNX | w8a8 | Snapdragon® X Elite | 70.386 ms | 73 - 73 MB | NPU
|
| 204 |
+
| text_encoder | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 46.82 ms | 0 - 1284 MB | NPU
|
| 205 |
+
| text_encoder | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 108.072 ms | 1 - 1296 MB | NPU
|
| 206 |
+
| text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 352.438 ms | 15 - 18 MB | NPU
|
| 207 |
+
| text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 57.571 ms | 0 - 4 MB | NPU
|
| 208 |
+
| text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 68.116 ms | 0 - 669 MB | NPU
|
| 209 |
+
| text_encoder | ONNX | w8a8 | Qualcomm® QCS8450 | 108.072 ms | 1 - 1296 MB | NPU
|
| 210 |
+
| text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 65.992 ms | 0 - 3 MB | NPU
|
| 211 |
+
| text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 70.386 ms | 73 - 73 MB | NPU
|
| 212 |
+
| text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 856.65 ms | 15 - 2776 MB | NPU
|
| 213 |
+
| text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 117.858 ms | 15 - 1358 MB | NPU
|
| 214 |
+
| text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 32.345 ms | 0 - 1109 MB | NPU
|
| 215 |
+
| text_encoder | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 32.345 ms | 0 - 1109 MB | NPU
|
| 216 |
+
| text_encoder | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 36.054 ms | 0 - 1185 MB | NPU
|
| 217 |
+
| text_encoder | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 117.858 ms | 15 - 1358 MB | NPU
|
| 218 |
+
| text_encoder | QNN_DLC | float | Snapdragon® X2 Elite | 106.784 ms | 0 - 0 MB | NPU
|
| 219 |
+
| text_encoder | QNN_DLC | float | Snapdragon® X Elite | 243.027 ms | 1 - 1 MB | NPU
|
| 220 |
+
| text_encoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 173.373 ms | 0 - 3477 MB | NPU
|
| 221 |
+
| text_encoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 327.369 ms | 0 - 3415 MB | NPU
|
| 222 |
+
| text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 252.359 ms | 0 - 3 MB | NPU
|
| 223 |
+
| text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 632.429 ms | 1 - 1943 MB | NPU
|
| 224 |
+
| text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 243.793 ms | 1 - 937 MB | NPU
|
| 225 |
+
| text_encoder | QNN_DLC | float | Qualcomm® SA8775P | 263.675 ms | 0 - 1943 MB | NPU
|
| 226 |
+
| text_encoder | QNN_DLC | float | Qualcomm® SA8650P | 263.675 ms | 0 - 1943 MB | NPU
|
| 227 |
+
| text_encoder | QNN_DLC | float | Qualcomm® SA8255P | 263.675 ms | 0 - 1943 MB | NPU
|
| 228 |
+
| text_encoder | QNN_DLC | float | Qualcomm® QCS8450 | 327.369 ms | 0 - 3415 MB | NPU
|
| 229 |
+
| text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 260.636 ms | 0 - 2 MB | NPU
|
| 230 |
+
| text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 243.027 ms | 1 - 1 MB | NPU
|
| 231 |
+
| text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 138.435 ms | 0 - 1988 MB | NPU
|
| 232 |
+
| text_encoder | QNN_DLC | float | Qualcomm® SA7255P | 632.429 ms | 1 - 1943 MB | NPU
|
| 233 |
+
| text_encoder | QNN_DLC | float | Qualcomm® SA8295P | 290.991 ms | 0 - 1863 MB | NPU
|
| 234 |
+
| text_encoder | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 138.435 ms | 0 - 1988 MB | NPU
|
| 235 |
+
| text_encoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 103.545 ms | 0 - 1877 MB | NPU
|
| 236 |
+
| text_encoder | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 130.786 ms | 1 - 1 MB | NPU
|
| 237 |
+
| text_encoder | QNN_DLC | w8a16 | Snapdragon® X Elite | 302.803 ms | 1 - 1 MB | NPU
|
| 238 |
+
| text_encoder | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 211.357 ms | 0 - 1592 MB | NPU
|
| 239 |
+
| text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 278.063 ms | 0 - 2 MB | NPU
|
| 240 |
+
| text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 517.783 ms | 1 - 1491 MB | NPU
|
| 241 |
+
| text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 311.279 ms | 1 - 884 MB | NPU
|
| 242 |
+
| text_encoder | QNN_DLC | w8a16 | Qualcomm® SA8775P | 303.961 ms | 1 - 1397 MB | NPU
|
| 243 |
+
| text_encoder | QNN_DLC | w8a16 | Qualcomm® SA8650P | 303.961 ms | 1 - 1397 MB | NPU
|
| 244 |
+
| text_encoder | QNN_DLC | w8a16 | Qualcomm® SA8255P | 303.961 ms | 1 - 1397 MB | NPU
|
| 245 |
+
| text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 302.243 ms | 0 - 2 MB | NPU
|
| 246 |
+
| text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 302.803 ms | 1 - 1 MB | NPU
|
| 247 |
+
| text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 150.715 ms | 0 - 1441 MB | NPU
|
| 248 |
+
| text_encoder | QNN_DLC | w8a16 | Qualcomm® SA7255P | 517.783 ms | 1 - 1491 MB | NPU
|
| 249 |
+
| text_encoder | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 150.715 ms | 0 - 1441 MB | NPU
|
| 250 |
+
| text_encoder | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 128.194 ms | 0 - 1453 MB | NPU
|
| 251 |
+
| text_encoder | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 108.666 ms | 1 - 1 MB | NPU
|
| 252 |
+
| text_encoder | QNN_DLC | w8a8 | Snapdragon® X Elite | 182.764 ms | 1 - 1 MB | NPU
|
| 253 |
+
| text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 124.91 ms | 0 - 3262 MB | NPU
|
| 254 |
+
| text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 210.956 ms | 0 - 1428 MB | NPU
|
| 255 |
+
| text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 152.019 ms | 0 - 2 MB | NPU
|
| 256 |
+
| text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 311.679 ms | 0 - 1704 MB | NPU
|
| 257 |
+
| text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 177.202 ms | 0 - 558 MB | NPU
|
| 258 |
+
| text_encoder | QNN_DLC | w8a8 | Qualcomm® SA8775P | 178.344 ms | 0 - 1731 MB | NPU
|
| 259 |
+
| text_encoder | QNN_DLC | w8a8 | Qualcomm® SA8650P | 178.344 ms | 0 - 1731 MB | NPU
|
| 260 |
+
| text_encoder | QNN_DLC | w8a8 | Qualcomm® SA8255P | 178.344 ms | 0 - 1731 MB | NPU
|
| 261 |
+
| text_encoder | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 210.956 ms | 0 - 1428 MB | NPU
|
| 262 |
+
| text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 174.714 ms | 0 - 2 MB | NPU
|
| 263 |
+
| text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 182.764 ms | 1 - 1 MB | NPU
|
| 264 |
+
| text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 86.12 ms | 0 - 1247 MB | NPU
|
| 265 |
+
| text_encoder | QNN_DLC | w8a8 | Qualcomm® SA7255P | 311.679 ms | 0 - 1704 MB | NPU
|
| 266 |
+
| text_encoder | QNN_DLC | w8a8 | Qualcomm® SA8295P | 214.945 ms | 0 - 1743 MB | NPU
|
| 267 |
+
| text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 86.12 ms | 0 - 1247 MB | NPU
|
| 268 |
+
| text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 108.656 ms | 0 - 1350 MB | NPU
|
| 269 |
+
| text_encoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 287.734 ms | 1 - 1806 MB | NPU
|
| 270 |
+
| text_encoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 490.771 ms | 1 - 1814 MB | NPU
|
| 271 |
+
| text_encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 382.81 ms | 0 - 143 MB | NPU
|
| 272 |
+
| text_encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 772.605 ms | 1 - 2017 MB | NPU
|
| 273 |
+
| text_encoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 393.672 ms | 0 - 4 MB | NPU
|
| 274 |
+
| text_encoder | TFLITE | float | Qualcomm® SA8775P | 396.237 ms | 1 - 2030 MB | NPU
|
| 275 |
+
| text_encoder | TFLITE | float | Qualcomm® SA8650P | 396.237 ms | 1 - 2030 MB | NPU
|
| 276 |
+
| text_encoder | TFLITE | float | Qualcomm® SA8255P | 396.237 ms | 1 - 2030 MB | NPU
|
| 277 |
+
| text_encoder | TFLITE | float | Qualcomm® QCS8450 | 490.771 ms | 1 - 1814 MB | NPU
|
| 278 |
+
| text_encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 387.641 ms | 0 - 140 MB | NPU
|
| 279 |
+
| text_encoder | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 222.214 ms | 1 - 2077 MB | NPU
|
| 280 |
+
| text_encoder | TFLITE | float | Qualcomm® SA7255P | 772.605 ms | 1 - 2017 MB | NPU
|
| 281 |
+
| text_encoder | TFLITE | float | Qualcomm® SA8295P | 418.047 ms | 1 - 1955 MB | NPU
|
| 282 |
+
| text_encoder | TFLITE | float | Snapdragon® 8 Elite Mobile | 222.214 ms | 1 - 2077 MB | NPU
|
| 283 |
+
| text_encoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 176.058 ms | 0 - 1942 MB | NPU
|
| 284 |
+
| text_encoder | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 58.339 ms | 0 - 1473 MB | NPU
|
| 285 |
+
| text_encoder | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 132.695 ms | 0 - 1497 MB | NPU
|
| 286 |
+
| text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1387.97 ms | 32 - 199 MB | NPU
|
| 287 |
+
| text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 71.803 ms | 0 - 77 MB | NPU
|
| 288 |
+
| text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 151.378 ms | 0 - 1316 MB | NPU
|
| 289 |
+
| text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 85.172 ms | 0 - 4 MB | NPU
|
| 290 |
+
| text_encoder | TFLITE | w8a8 | Qualcomm® SA8775P | 83.757 ms | 0 - 1316 MB | NPU
|
| 291 |
+
| text_encoder | TFLITE | w8a8 | Qualcomm® SA8650P | 83.757 ms | 0 - 1316 MB | NPU
|
| 292 |
+
| text_encoder | TFLITE | w8a8 | Qualcomm® SA8255P | 83.757 ms | 0 - 1316 MB | NPU
|
| 293 |
+
| text_encoder | TFLITE | w8a8 | Qualcomm® QCS8450 | 132.695 ms | 0 - 1497 MB | NPU
|
| 294 |
+
| text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 83.247 ms | 0 - 75 MB | NPU
|
| 295 |
+
| text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 1555.983 ms | 30 - 903 MB | NPU
|
| 296 |
+
| text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 425.58 ms | 31 - 620 MB | NPU
|
| 297 |
+
| text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 36.778 ms | 0 - 1168 MB | NPU
|
| 298 |
+
| text_encoder | TFLITE | w8a8 | Qualcomm® SA7255P | 151.378 ms | 0 - 1316 MB | NPU
|
| 299 |
+
| text_encoder | TFLITE | w8a8 | Qualcomm® SA8295P | 102.799 ms | 0 - 1324 MB | NPU
|
| 300 |
+
| text_encoder | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 36.778 ms | 0 - 1168 MB | NPU
|
| 301 |
+
| text_encoder | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 41.188 ms | 0 - 1519 MB | NPU
|
| 302 |
+
| text_encoder | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 425.58 ms | 31 - 620 MB | NPU
|
| 303 |
|
| 304 |
## License
|
| 305 |
* The license for the original implementation of YOLO-WORLD can be found
|