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YOLO-WORLD

Object Detection
PyTorch
real_time
android
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v0.59.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.59.0 for changelog.

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  1. README.md +233 -245
README.md CHANGED
@@ -15,18 +15,18 @@ pipeline_tag: object-detection
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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/v0.58.0/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/v0.58.0/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/v0.58.0/src/qai_hub_models/models/yolo_world) for usage instructions.
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  ## Model Details
@@ -44,248 +44,236 @@ See our repository for [YOLO-WORLD on GitHub](https://github.com/qualcomm/ai-hub
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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 | 34.883 ms | 5 - 5 MB | NPU
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- | detector | ONNX | float | Snapdragon® X Elite | 109.901 ms | 24 - 24 MB | NPU
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- | detector | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 68.585 ms | 5 - 387 MB | NPU
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- | detector | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 210.815 ms | 1 - 388 MB | NPU
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- | detector | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 104.79 ms | 0 - 30 MB | NPU
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- | detector | ONNX | float | Qualcomm® QCS8450 | 210.815 ms | 1 - 388 MB | NPU
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- | detector | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 33.726 ms | 1 - 327 MB | NPU
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- | detector | ONNX | float | Snapdragon® 8 Elite Mobile | 60.7 ms | 3 - 320 MB | NPU
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- | detector | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 109.86 ms | 5 - 8 MB | NPU
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- | detector | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 60.7 ms | 3 - 320 MB | NPU
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- | detector | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 109.901 ms | 24 - 24 MB | NPU
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- | detector | ONNX | w8a16 | Snapdragon® X2 Elite | 47.599 ms | 2 - 2 MB | NPU
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- | detector | ONNX | w8a16 | Snapdragon® X Elite | 157.352 ms | 13 - 13 MB | NPU
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- | detector | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 97.94 ms | 3 - 490 MB | NPU
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- | detector | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 165.868 ms | 4 - 550 MB | NPU
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- | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 502.449 ms | 22 - 25 MB | NPU
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- | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 150.682 ms | 0 - 18 MB | NPU
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- | detector | ONNX | w8a16 | Qualcomm® QCS8450 | 165.868 ms | 4 - 550 MB | NPU
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- | detector | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 47.064 ms | 0 - 386 MB | NPU
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- | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 543.834 ms | 22 - 359 MB | NPU
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- | detector | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 154.007 ms | 22 - 317 MB | NPU
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- | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 152.67 ms | 2 - 5 MB | NPU
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- | detector | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 64.284 ms | 1 - 464 MB | NPU
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- | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 154.007 ms | 22 - 317 MB | NPU
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- | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 64.284 ms | 1 - 464 MB | NPU
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- | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 157.352 ms | 13 - 13 MB | NPU
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- | detector | ONNX | w8a8 | Snapdragon® X2 Elite | 32.068 ms | 1 - 1 MB | NPU
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- | detector | ONNX | w8a8 | Snapdragon® X Elite | 107.787 ms | 13 - 13 MB | NPU
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- | detector | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 72.12 ms | 2 - 199 MB | NPU
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- | detector | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 149.788 ms | 2 - 195 MB | NPU
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- | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 192.914 ms | 11 - 13 MB | NPU
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- | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 102.443 ms | 0 - 202 MB | NPU
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- | detector | ONNX | w8a8 | Qualcomm® QCS8450 | 149.788 ms | 2 - 195 MB | NPU
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- | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 301.124 ms | 12 - 336 MB | NPU
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- | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 103.7 ms | 1 - 4 MB | NPU
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- | detector | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 89.341 ms | 14 - 263 MB | NPU
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- | detector | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 42.583 ms | 2 - 150 MB | NPU
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- | detector | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 31.781 ms | 0 - 152 MB | NPU
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- | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 89.341 ms | 14 - 263 MB | NPU
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- | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 42.583 ms | 2 - 150 MB | NPU
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- | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 107.787 ms | 13 - 13 MB | NPU
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- | detector | QNN_DLC | float | Snapdragon® X2 Elite | 35.712 ms | 5 - 5 MB | NPU
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- | detector | QNN_DLC | float | Snapdragon® X Elite | 113.518 ms | 5 - 5 MB | NPU
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- | detector | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 69.07 ms | 5 - 385 MB | NPU
91
- | detector | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 281.066 ms | 5 - 380 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® QCS8275 | 193.313 ms | 0 - 310 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 107.81 ms | 5 - 56 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® SA8775P | 111.981 ms | 1 - 309 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® SA8650P | 111.981 ms | 1 - 309 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® SA8255P | 111.981 ms | 1 - 309 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® QCS8450 | 281.066 ms | 5 - 380 MB | NPU
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- | detector | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 34.396 ms | 5 - 320 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® SA7255P | 193.313 ms | 0 - 310 MB | NPU
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- | detector | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 61.631 ms | 0 - 307 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® SA8295P | 121.939 ms | 0 - 319 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 112.356 ms | 7 - 13 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 61.631 ms | 0 - 307 MB | NPU
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- | detector | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 113.518 ms | 5 - 5 MB | NPU
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- | detector | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 50.615 ms | 2 - 2 MB | NPU
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- | detector | QNN_DLC | w8a16 | Snapdragon® X Elite | 157.921 ms | 2 - 2 MB | NPU
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- | detector | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 96.676 ms | 3 - 489 MB | NPU
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- | detector | QNN_DLC | w8a16 | Qualcomm® QCS8275 | 247.9 ms | 1 - 434 MB | NPU
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- | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 149.824 ms | 3 - 5 MB | NPU
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- | detector | QNN_DLC | w8a16 | Qualcomm® SA8775P | 152.052 ms | 0 - 429 MB | NPU
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- | detector | QNN_DLC | w8a16 | Qualcomm® SA8650P | 152.052 ms | 0 - 429 MB | NPU
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- | detector | QNN_DLC | w8a16 | Qualcomm® SA8255P | 152.052 ms | 0 - 429 MB | NPU
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- | detector | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 57.773 ms | 2 - 560 MB | NPU
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- | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 151.717 ms | 1 - 5 MB | NPU
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- | detector | QNN_DLC | w8a16 | Qualcomm® SA7255P | 247.9 ms | 1 - 434 MB | NPU
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- | detector | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 63.697 ms | 0 - 448 MB | NPU
117
- | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 63.697 ms | 0 - 448 MB | NPU
118
- | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 157.921 ms | 2 - 2 MB | NPU
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- | detector | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 31.676 ms | 1 - 1 MB | NPU
120
- | detector | QNN_DLC | w8a8 | Snapdragon® X Elite | 104.876 ms | 1 - 1 MB | NPU
121
- | detector | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 73.646 ms | 1 - 174 MB | NPU
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- | detector | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 138.661 ms | 1 - 316 MB | NPU
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- | detector | QNN_DLC | w8a8 | Qualcomm® QCS8275 | 198.873 ms | 1 - 269 MB | NPU
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- | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 99.593 ms | 1 - 4 MB | NPU
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- | detector | QNN_DLC | w8a8 | Qualcomm® SA8775P | 100.86 ms | 2 - 136 MB | NPU
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- | detector | QNN_DLC | w8a8 | Qualcomm® SA8650P | 100.86 ms | 2 - 136 MB | NPU
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- | detector | QNN_DLC | w8a8 | Qualcomm® SA8255P | 100.86 ms | 2 - 136 MB | NPU
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- | detector | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 138.661 ms | 1 - 316 MB | NPU
129
- | detector | QNN_DLC | w8a8 | Qualcomm® SA8295P | 118.802 ms | 2 - 137 MB | NPU
130
- | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 101.605 ms | 1 - 4 MB | NPU
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- | detector | QNN_DLC | w8a8 | Qualcomm® SA7255P | 198.873 ms | 1 - 269 MB | NPU
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- | detector | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 41.882 ms | 1 - 133 MB | NPU
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- | detector | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 31.596 ms | 1 - 138 MB | NPU
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- | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 41.882 ms | 1 - 133 MB | NPU
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- | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 104.876 ms | 1 - 1 MB | NPU
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- | detector | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 68.632 ms | 0 - 389 MB | NPU
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- | detector | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 165.365 ms | 0 - 393 MB | NPU
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- | detector | TFLITE | float | Qualcomm® QCS8275 | 192.678 ms | 0 - 322 MB | NPU
139
- | detector | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 106.052 ms | 0 - 3 MB | NPU
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- | detector | TFLITE | float | Qualcomm® SA8775P | 110.1 ms | 0 - 320 MB | NPU
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- | detector | TFLITE | float | Qualcomm® SA8650P | 110.1 ms | 0 - 320 MB | NPU
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- | detector | TFLITE | float | Qualcomm® SA8255P | 110.1 ms | 0 - 320 MB | NPU
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- | detector | TFLITE | float | Qualcomm® QCS8450 | 165.365 ms | 0 - 393 MB | NPU
144
- | detector | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 33.395 ms | 0 - 335 MB | NPU
145
- | detector | TFLITE | float | Qualcomm® SA7255P | 192.678 ms | 0 - 322 MB | NPU
146
- | detector | TFLITE | float | Snapdragon® 8 Elite Mobile | 60.638 ms | 0 - 326 MB | NPU
147
- | detector | TFLITE | float | Qualcomm® SA8295P | 120.766 ms | 1 - 329 MB | NPU
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- | detector | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 110.532 ms | 0 - 35 MB | NPU
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- | detector | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 60.638 ms | 0 - 326 MB | NPU
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- | detector | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 72.438 ms | 0 - 178 MB | NPU
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- | detector | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 147.929 ms | 0 - 177 MB | NPU
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- | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 226.432 ms | 0 - 29 MB | NPU
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- | detector | TFLITE | w8a8 | Qualcomm® QCS8275 | 186.389 ms | 0 - 135 MB | NPU
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- | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 102.389 ms | 0 - 3 MB | NPU
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- | detector | TFLITE | w8a8 | Qualcomm® SA8775P | 103.1 ms | 0 - 279 MB | NPU
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- | detector | TFLITE | w8a8 | Qualcomm® SA8650P | 103.1 ms | 0 - 279 MB | NPU
157
- | detector | TFLITE | w8a8 | Qualcomm® SA8255P | 103.1 ms | 0 - 279 MB | NPU
158
- | detector | TFLITE | w8a8 | Qualcomm® QCS8450 | 147.929 ms | 0 - 177 MB | NPU
159
- | detector | TFLITE | w8a8 | Qualcomm® SA8295P | 117.887 ms | 0 - 139 MB | NPU
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- | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 304.897 ms | 0 - 274 MB | NPU
161
- | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 102.697 ms | 0 - 17 MB | NPU
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- | detector | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 91.496 ms | 0 - 248 MB | NPU
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- | detector | TFLITE | w8a8 | Qualcomm® SA7255P | 186.389 ms | 0 - 135 MB | NPU
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- | detector | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 43.447 ms | 0 - 124 MB | NPU
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- | detector | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 32.315 ms | 0 - 137 MB | NPU
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- | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 91.496 ms | 0 - 248 MB | NPU
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- | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 43.447 ms | 0 - 124 MB | NPU
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- | text_encoder | ONNX | float | Snapdragon® X2 Elite | 104.524 ms | 1 - 1 MB | NPU
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- | text_encoder | ONNX | float | Snapdragon® X Elite | 264.26 ms | 134 - 134 MB | NPU
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- | text_encoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 185.901 ms | 1 - 1583 MB | NPU
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- | text_encoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 308.68 ms | 2 - 1524 MB | NPU
172
- | text_encoder | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 266.599 ms | 0 - 164 MB | NPU
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- | text_encoder | ONNX | float | Qualcomm® QCS8450 | 308.68 ms | 2 - 1524 MB | NPU
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- | text_encoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 101.947 ms | 1 - 1501 MB | NPU
175
- | text_encoder | ONNX | float | Snapdragon® 8 Elite Mobile | 162.911 ms | 1 - 1439 MB | NPU
176
- | text_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 283.921 ms | 0 - 3 MB | NPU
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- | text_encoder | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 162.911 ms | 1 - 1439 MB | NPU
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- | text_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 264.26 ms | 134 - 134 MB | NPU
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- | text_encoder | ONNX | w8a16 | Snapdragon® X2 Elite | 132.143 ms | 1 - 1 MB | NPU
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- | text_encoder | ONNX | w8a16 | Snapdragon® X Elite | 296.723 ms | 105 - 105 MB | NPU
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- | text_encoder | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 207.5 ms | 1 - 1549 MB | NPU
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- | text_encoder | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 345.548 ms | 2 - 1539 MB | NPU
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- | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 1009.367 ms | 0 - 3 MB | NPU
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- | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 292.387 ms | 0 - 117 MB | NPU
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- | text_encoder | ONNX | w8a16 | Qualcomm® QCS8450 | 345.548 ms | 2 - 1539 MB | NPU
186
- | text_encoder | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 131.67 ms | 0 - 1412 MB | NPU
187
- | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 1991.796 ms | 0 - 2681 MB | NPU
188
- | text_encoder | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 323.329 ms | 3 - 2292 MB | NPU
189
- | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 267.594 ms | 0 - 3 MB | NPU
190
- | text_encoder | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 148.117 ms | 1 - 1481 MB | NPU
191
- | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 323.329 ms | 3 - 2292 MB | NPU
192
- | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 148.117 ms | 1 - 1481 MB | NPU
193
- | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 296.723 ms | 105 - 105 MB | NPU
194
- | text_encoder | ONNX | w8a8 | Snapdragon® X2 Elite | 27.159 ms | 1 - 1 MB | NPU
195
- | text_encoder | ONNX | w8a8 | Snapdragon® X Elite | 88.246 ms | 72 - 72 MB | NPU
196
- | text_encoder | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 42.457 ms | 2 - 1305 MB | NPU
197
- | text_encoder | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 105.138 ms | 0 - 1283 MB | NPU
198
- | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 330.124 ms | 0 - 3 MB | NPU
199
- | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 85.756 ms | 0 - 84 MB | NPU
200
- | text_encoder | ONNX | w8a8 | Qualcomm® QCS8450 | 105.138 ms | 0 - 1283 MB | NPU
201
- | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 1180.494 ms | 0 - 1864 MB | NPU
202
- | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 73.594 ms | 0 - 3 MB | NPU
203
- | text_encoder | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 134.411 ms | 0 - 2233 MB | NPU
204
- | text_encoder | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 33.009 ms | 0 - 1095 MB | NPU
205
- | text_encoder | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 27.482 ms | 0 - 1145 MB | NPU
206
- | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 134.411 ms | 0 - 2233 MB | NPU
207
- | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 33.009 ms | 0 - 1095 MB | NPU
208
- | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 88.246 ms | 72 - 72 MB | NPU
209
- | text_encoder | QNN_DLC | float | Snapdragon® X2 Elite | 104.413 ms | 0 - 0 MB | NPU
210
- | text_encoder | QNN_DLC | float | Snapdragon® X Elite | 268.651 ms | 0 - 0 MB | NPU
211
- | text_encoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 189.469 ms | 0 - 1574 MB | NPU
212
- | text_encoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 312.109 ms | 0 - 1511 MB | NPU
213
- | text_encoder | QNN_DLC | float | Qualcomm® QCS8275 | 657.533 ms | 1 - 1377 MB | NPU
214
- | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 268.875 ms | 0 - 3 MB | NPU
215
- | text_encoder | QNN_DLC | float | Qualcomm® SA8775P | 290.78 ms | 0 - 1359 MB | NPU
216
- | text_encoder | QNN_DLC | float | Qualcomm® SA8650P | 290.78 ms | 0 - 1359 MB | NPU
217
- | text_encoder | QNN_DLC | float | Qualcomm® SA8255P | 290.78 ms | 0 - 1359 MB | NPU
218
- | text_encoder | QNN_DLC | float | Qualcomm® QCS8450 | 312.109 ms | 0 - 1511 MB | NPU
219
- | text_encoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 106.343 ms | 0 - 1494 MB | NPU
220
- | text_encoder | QNN_DLC | float | Qualcomm® SA7255P | 657.533 ms | 1 - 1377 MB | NPU
221
- | text_encoder | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 154.406 ms | 0 - 1427 MB | NPU
222
- | text_encoder | QNN_DLC | float | Qualcomm® SA8295P | 317.906 ms | 0 - 1269 MB | NPU
223
- | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 284.336 ms | 0 - 2 MB | NPU
224
- | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 154.406 ms | 0 - 1427 MB | NPU
225
- | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 268.651 ms | 0 - 0 MB | NPU
226
- | text_encoder | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 128.62 ms | 1 - 1 MB | NPU
227
- | text_encoder | QNN_DLC | w8a16 | Snapdragon® X Elite | 301.514 ms | 1 - 1 MB | NPU
228
- | text_encoder | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 206.754 ms | 0 - 1552 MB | NPU
229
- | text_encoder | QNN_DLC | w8a16 | Qualcomm® QCS8275 | 513.165 ms | 0 - 1468 MB | NPU
230
- | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 304.755 ms | 0 - 4 MB | NPU
231
- | text_encoder | QNN_DLC | w8a16 | Qualcomm® SA8775P | 296.161 ms | 0 - 1358 MB | NPU
232
- | text_encoder | QNN_DLC | w8a16 | Qualcomm® SA8650P | 296.161 ms | 0 - 1358 MB | NPU
233
- | text_encoder | QNN_DLC | w8a16 | Qualcomm® SA8255P | 296.161 ms | 0 - 1358 MB | NPU
234
- | text_encoder | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 126.117 ms | 0 - 1434 MB | NPU
235
- | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 293.759 ms | 2 - 4 MB | NPU
236
- | text_encoder | QNN_DLC | w8a16 | Qualcomm® SA7255P | 513.165 ms | 0 - 1468 MB | NPU
237
- | text_encoder | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 153.193 ms | 0 - 1411 MB | NPU
238
- | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 153.193 ms | 0 - 1411 MB | NPU
239
- | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 301.514 ms | 1 - 1 MB | NPU
240
- | text_encoder | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 107.491 ms | 1 - 1 MB | NPU
241
- | text_encoder | QNN_DLC | w8a8 | Snapdragon® X Elite | 180.107 ms | 1 - 1 MB | NPU
242
- | text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 117.713 ms | 0 - 1394 MB | NPU
243
- | text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 209.013 ms | 0 - 1402 MB | NPU
244
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® QCS8275 | 308.705 ms | 1 - 1254 MB | NPU
245
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 175.182 ms | 0 - 549 MB | NPU
246
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® SA8775P | 175.972 ms | 0 - 1693 MB | NPU
247
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® SA8650P | 175.972 ms | 0 - 1693 MB | NPU
248
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® SA8255P | 175.972 ms | 0 - 1693 MB | NPU
249
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 209.013 ms | 0 - 1402 MB | NPU
250
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® SA8295P | 203.764 ms | 0 - 1257 MB | NPU
251
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 272.224 ms | 2 - 4 MB | NPU
252
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® SA7255P | 308.705 ms | 1 - 1254 MB | NPU
253
- | text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 83.532 ms | 1 - 1218 MB | NPU
254
- | text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 107.412 ms | 0 - 1324 MB | NPU
255
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 83.532 ms | 1 - 1218 MB | NPU
256
- | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 180.107 ms | 1 - 1 MB | NPU
257
- | text_encoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 289.583 ms | 0 - 1600 MB | NPU
258
- | text_encoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 503.478 ms | 0 - 1605 MB | NPU
259
- | text_encoder | TFLITE | float | Qualcomm® QCS8275 | 779.782 ms | 1 - 1400 MB | NPU
260
- | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 401.271 ms | 0 - 5 MB | NPU
261
- | text_encoder | TFLITE | float | Qualcomm® SA8775P | 378.389 ms | 1 - 1431 MB | NPU
262
- | text_encoder | TFLITE | float | Qualcomm® SA8650P | 378.389 ms | 1 - 1431 MB | NPU
263
- | text_encoder | TFLITE | float | Qualcomm® SA8255P | 378.389 ms | 1 - 1431 MB | NPU
264
- | text_encoder | TFLITE | float | Qualcomm® QCS8450 | 503.478 ms | 0 - 1605 MB | NPU
265
- | text_encoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 172.102 ms | 1 - 1509 MB | NPU
266
- | text_encoder | TFLITE | float | Qualcomm® SA7255P | 779.782 ms | 1 - 1400 MB | NPU
267
- | text_encoder | TFLITE | float | Snapdragon® 8 Elite Mobile | 216.716 ms | 0 - 1478 MB | NPU
268
- | text_encoder | TFLITE | float | Qualcomm® SA8295P | 397.672 ms | 1 - 1348 MB | NPU
269
- | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 370.013 ms | 0 - 139 MB | NPU
270
- | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 216.716 ms | 0 - 1478 MB | NPU
271
- | text_encoder | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 57.791 ms | 0 - 1569 MB | NPU
272
- | text_encoder | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 130.737 ms | 1 - 1497 MB | NPU
273
- | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1356.203 ms | 31 - 199 MB | NPU
274
- | text_encoder | TFLITE | w8a8 | Qualcomm® QCS8275 | 151.281 ms | 0 - 1415 MB | NPU
275
- | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 82.068 ms | 0 - 5 MB | NPU
276
- | text_encoder | TFLITE | w8a8 | Qualcomm® SA8775P | 80.783 ms | 0 - 1415 MB | NPU
277
- | text_encoder | TFLITE | w8a8 | Qualcomm® SA8650P | 80.783 ms | 0 - 1415 MB | NPU
278
- | text_encoder | TFLITE | w8a8 | Qualcomm® SA8255P | 80.783 ms | 0 - 1415 MB | NPU
279
- | text_encoder | TFLITE | w8a8 | Qualcomm® QCS8450 | 130.737 ms | 1 - 1497 MB | NPU
280
- | text_encoder | TFLITE | w8a8 | Qualcomm® SA8295P | 107.021 ms | 0 - 1339 MB | NPU
281
- | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 1507.864 ms | 30 - 1002 MB | NPU
282
- | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 80.813 ms | 0 - 77 MB | NPU
283
- | text_encoder | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 432.662 ms | 30 - 927 MB | NPU
284
- | text_encoder | TFLITE | w8a8 | Qualcomm® SA7255P | 151.281 ms | 0 - 1415 MB | NPU
285
- | text_encoder | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 34.126 ms | 0 - 1217 MB | NPU
286
- | text_encoder | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 30.467 ms | 0 - 1573 MB | NPU
287
- | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 432.662 ms | 30 - 927 MB | NPU
288
- | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 34.126 ms | 0 - 1217 MB | NPU
289
 
290
  ## License
291
  * The license for the original implementation of YOLO-WORLD can be found
 
15
  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.
16
 
17
  This is based on the implementation of YOLO-WORLD found [here](https://github.com/AILab-CVC/YOLO-World).
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/v0.59.0/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).
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/v0.59.0/src/qai_hub_models/models/yolo_world) 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 [YOLO-WORLD on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/yolo_world) 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
+ | detector | ONNX | float | Snapdragon® X2 Elite | 34.848 ms | 5 - 5 MB | NPU
48
+ | detector | ONNX | float | Snapdragon® X Elite | 109.827 ms | 24 - 24 MB | NPU
49
+ | detector | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 68.602 ms | 6 - 391 MB | NPU
50
+ | detector | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 210.943 ms | 1 - 383 MB | NPU
51
+ | detector | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 104.528 ms | 0 - 271 MB | NPU
52
+ | detector | ONNX | float | Qualcomm® QCS8450 | 210.943 ms | 1 - 383 MB | NPU
53
+ | detector | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 109.13 ms | 5 - 8 MB | NPU
54
+ | detector | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 109.827 ms | 24 - 24 MB | NPU
55
+ | detector | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 60.713 ms | 3 - 320 MB | NPU
56
+ | detector | ONNX | float | Snapdragon® 8 Elite Mobile | 60.713 ms | 3 - 320 MB | NPU
57
+ | detector | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 33.994 ms | 1 - 326 MB | NPU
58
+ | detector | ONNX | w8a16 | Snapdragon® X2 Elite | 47.496 ms | 2 - 2 MB | NPU
59
+ | detector | ONNX | w8a16 | Snapdragon® X Elite | 158.342 ms | 13 - 13 MB | NPU
60
+ | detector | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 97.782 ms | 5 - 492 MB | NPU
61
+ | detector | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 166.029 ms | 3 - 551 MB | NPU
62
+ | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 502.544 ms | 22 - 25 MB | NPU
63
+ | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 150.972 ms | 0 - 248 MB | NPU
64
+ | detector | ONNX | w8a16 | Qualcomm® QCS8450 | 166.029 ms | 3 - 551 MB | NPU
65
+ | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 152.66 ms | 2 - 5 MB | NPU
66
+ | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 158.342 ms | 13 - 13 MB | NPU
67
+ | detector | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 64.343 ms | 1 - 465 MB | NPU
68
+ | detector | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 64.343 ms | 1 - 465 MB | NPU
69
+ | detector | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 47.54 ms | 0 - 386 MB | NPU
70
+ | detector | ONNX | w8a8 | Snapdragon® X2 Elite | 31.967 ms | 1 - 1 MB | NPU
71
+ | detector | ONNX | w8a8 | Snapdragon® X Elite | 107.686 ms | 13 - 13 MB | NPU
72
+ | detector | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 71.989 ms | 2 - 198 MB | NPU
73
+ | detector | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 149.919 ms | 2 - 195 MB | NPU
74
+ | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 194.312 ms | 10 - 13 MB | NPU
75
+ | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 102.551 ms | 0 - 16 MB | NPU
76
+ | detector | ONNX | w8a8 | Qualcomm® QCS8450 | 149.919 ms | 2 - 195 MB | NPU
77
+ | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 126.007 ms | 1 - 4 MB | NPU
78
+ | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 107.686 ms | 13 - 13 MB | NPU
79
+ | detector | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 42.487 ms | 2 - 151 MB | NPU
80
+ | detector | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 42.487 ms | 2 - 151 MB | NPU
81
+ | detector | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 31.692 ms | 0 - 153 MB | NPU
82
+ | detector | QNN_DLC | float | Snapdragon® X2 Elite | 35.666 ms | 5 - 5 MB | NPU
83
+ | detector | QNN_DLC | float | Snapdragon® X Elite | 113.321 ms | 5 - 5 MB | NPU
84
+ | detector | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 69.229 ms | 0 - 380 MB | NPU
85
+ | detector | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 280.387 ms | 5 - 381 MB | NPU
86
+ | detector | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 193.109 ms | 0 - 310 MB | NPU
87
+ | detector | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 107.501 ms | 5 - 9 MB | NPU
88
+ | detector | QNN_DLC | float | Qualcomm® SA8775P | 111.586 ms | 0 - 310 MB | NPU
89
+ | detector | QNN_DLC | float | Qualcomm® SA8650P | 111.586 ms | 0 - 310 MB | NPU
90
+ | detector | QNN_DLC | float | Qualcomm® SA8255P | 111.586 ms | 0 - 310 MB | NPU
91
+ | detector | QNN_DLC | float | Qualcomm® QCS8450 | 280.387 ms | 5 - 381 MB | NPU
92
+ | detector | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 112.813 ms | 5 - 11 MB | NPU
93
+ | detector | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 113.321 ms | 5 - 5 MB | NPU
94
+ | detector | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 61.636 ms | 0 - 307 MB | NPU
95
+ | detector | QNN_DLC | float | Qualcomm® SA7255P | 193.109 ms | 0 - 310 MB | NPU
96
+ | detector | QNN_DLC | float | Qualcomm® SA8295P | 121.784 ms | 0 - 319 MB | NPU
97
+ | detector | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 61.636 ms | 0 - 307 MB | NPU
98
+ | detector | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 34.78 ms | 2 - 318 MB | NPU
99
+ | detector | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 58.355 ms | 2 - 2 MB | NPU
100
+ | detector | QNN_DLC | w8a16 | Snapdragon® X Elite | 157.695 ms | 2 - 2 MB | NPU
101
+ | detector | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 96.626 ms | 0 - 488 MB | NPU
102
+ | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8275 | 246.938 ms | 1 - 434 MB | NPU
103
+ | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 149.264 ms | 3 - 182 MB | NPU
104
+ | detector | QNN_DLC | w8a16 | Qualcomm® SA8775P | 152.123 ms | 1 - 437 MB | NPU
105
+ | detector | QNN_DLC | w8a16 | Qualcomm® SA8650P | 152.123 ms | 1 - 437 MB | NPU
106
+ | detector | QNN_DLC | w8a16 | Qualcomm® SA8255P | 152.123 ms | 1 - 437 MB | NPU
107
+ | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 181.828 ms | 0 - 4 MB | NPU
108
+ | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 157.695 ms | 2 - 2 MB | NPU
109
+ | detector | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 63.602 ms | 0 - 448 MB | NPU
110
+ | detector | QNN_DLC | w8a16 | Qualcomm® SA7255P | 246.938 ms | 1 - 434 MB | NPU
111
+ | detector | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 63.602 ms | 0 - 448 MB | NPU
112
+ | detector | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 57.943 ms | 2 - 561 MB | NPU
113
+ | detector | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 32.375 ms | 1 - 1 MB | NPU
114
+ | detector | QNN_DLC | w8a8 | Snapdragon® X Elite | 104.408 ms | 1 - 1 MB | NPU
115
+ | detector | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 74.672 ms | 1 - 176 MB | NPU
116
+ | detector | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 138.046 ms | 1 - 315 MB | NPU
117
+ | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 201.342 ms | 2 - 268 MB | NPU
118
+ | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 99.085 ms | 0 - 10 MB | NPU
119
+ | detector | QNN_DLC | w8a8 | Qualcomm® SA8775P | 100.652 ms | 2 - 136 MB | NPU
120
+ | detector | QNN_DLC | w8a8 | Qualcomm® SA8650P | 100.652 ms | 2 - 136 MB | NPU
121
+ | detector | QNN_DLC | w8a8 | Qualcomm® SA8255P | 100.652 ms | 2 - 136 MB | NPU
122
+ | detector | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 138.046 ms | 1 - 315 MB | NPU
123
+ | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 101.452 ms | 1 - 4 MB | NPU
124
+ | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 104.408 ms | 1 - 1 MB | NPU
125
+ | detector | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 42.255 ms | 1 - 133 MB | NPU
126
+ | detector | QNN_DLC | w8a8 | Qualcomm® SA7255P | 201.342 ms | 2 - 268 MB | NPU
127
+ | detector | QNN_DLC | w8a8 | Qualcomm® SA8295P | 118.091 ms | 2 - 138 MB | NPU
128
+ | detector | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 42.255 ms | 1 - 133 MB | NPU
129
+ | detector | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 31.193 ms | 1 - 126 MB | NPU
130
+ | detector | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 68.489 ms | 0 - 387 MB | NPU
131
+ | detector | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 165.541 ms | 1 - 394 MB | NPU
132
+ | detector | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 192.019 ms | 1 - 322 MB | NPU
133
+ | detector | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 105.884 ms | 0 - 2 MB | NPU
134
+ | detector | TFLITE | float | Qualcomm® SA8775P | 110.308 ms | 0 - 321 MB | NPU
135
+ | detector | TFLITE | float | Qualcomm® SA8650P | 110.308 ms | 0 - 321 MB | NPU
136
+ | detector | TFLITE | float | Qualcomm® SA8255P | 110.308 ms | 0 - 321 MB | NPU
137
+ | detector | TFLITE | float | Qualcomm® QCS8450 | 165.541 ms | 1 - 394 MB | NPU
138
+ | detector | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 110.243 ms | 0 - 35 MB | NPU
139
+ | detector | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 60.481 ms | 0 - 325 MB | NPU
140
+ | detector | TFLITE | float | Qualcomm® SA7255P | 192.019 ms | 1 - 322 MB | NPU
141
+ | detector | TFLITE | float | Qualcomm® SA8295P | 120.302 ms | 1 - 328 MB | NPU
142
+ | detector | TFLITE | float | Snapdragon® 8 Elite Mobile | 60.481 ms | 0 - 325 MB | NPU
143
+ | detector | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 33.472 ms | 0 - 335 MB | NPU
144
+ | detector | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 71.909 ms | 0 - 178 MB | NPU
145
+ | detector | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 147.519 ms | 1 - 179 MB | NPU
146
+ | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 224.169 ms | 0 - 28 MB | NPU
147
+ | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 187.808 ms | 0 - 135 MB | NPU
148
+ | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 102.293 ms | 0 - 77 MB | NPU
149
+ | detector | TFLITE | w8a8 | Qualcomm® SA8775P | 103.451 ms | 0 - 279 MB | NPU
150
+ | detector | TFLITE | w8a8 | Qualcomm® SA8650P | 103.451 ms | 0 - 279 MB | NPU
151
+ | detector | TFLITE | w8a8 | Qualcomm® SA8255P | 103.451 ms | 0 - 279 MB | NPU
152
+ | detector | TFLITE | w8a8 | Qualcomm® QCS8450 | 147.519 ms | 1 - 179 MB | NPU
153
+ | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 103.86 ms | 0 - 17 MB | NPU
154
+ | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 303.872 ms | 0 - 273 MB | NPU
155
+ | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 89.107 ms | 0 - 249 MB | NPU
156
+ | detector | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 43.133 ms | 0 - 122 MB | NPU
157
+ | detector | TFLITE | w8a8 | Qualcomm® SA7255P | 187.808 ms | 0 - 135 MB | NPU
158
+ | detector | TFLITE | w8a8 | Qualcomm® SA8295P | 117.649 ms | 0 - 139 MB | NPU
159
+ | detector | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 43.133 ms | 0 - 122 MB | NPU
160
+ | detector | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 31.865 ms | 0 - 124 MB | NPU
161
+ | detector | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 89.107 ms | 0 - 249 MB | NPU
162
+ | text_encoder | ONNX | float | Snapdragon® X2 Elite | 104.65 ms | 1 - 1 MB | NPU
163
+ | text_encoder | ONNX | float | Snapdragon® X Elite | 264.714 ms | 135 - 135 MB | NPU
164
+ | text_encoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 185.254 ms | 1 - 1580 MB | NPU
165
+ | text_encoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 307.301 ms | 2 - 1523 MB | NPU
166
+ | text_encoder | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 267.962 ms | 0 - 164 MB | NPU
167
+ | text_encoder | ONNX | float | Qualcomm® QCS8450 | 307.301 ms | 2 - 1523 MB | NPU
168
+ | text_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 284.038 ms | 0 - 3 MB | NPU
169
+ | text_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 264.714 ms | 135 - 135 MB | NPU
170
+ | text_encoder | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 163.259 ms | 1 - 1440 MB | NPU
171
+ | text_encoder | ONNX | float | Snapdragon® 8 Elite Mobile | 163.259 ms | 1 - 1440 MB | NPU
172
+ | text_encoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 101.753 ms | 1 - 1502 MB | NPU
173
+ | text_encoder | ONNX | w8a16 | Snapdragon® X2 Elite | 133.215 ms | 1 - 1 MB | NPU
174
+ | text_encoder | ONNX | w8a16 | Snapdragon® X Elite | 296.706 ms | 103 - 103 MB | NPU
175
+ | text_encoder | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 206.258 ms | 0 - 1548 MB | NPU
176
+ | text_encoder | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 343.524 ms | 0 - 1536 MB | NPU
177
+ | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 1010.191 ms | 0 - 3 MB | NPU
178
+ | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 290.432 ms | 0 - 116 MB | NPU
179
+ | text_encoder | ONNX | w8a16 | Qualcomm® QCS8450 | 343.524 ms | 0 - 1536 MB | NPU
180
+ | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 267.748 ms | 0 - 3 MB | NPU
181
+ | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 296.706 ms | 103 - 103 MB | NPU
182
+ | text_encoder | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 147.052 ms | 0 - 1481 MB | NPU
183
+ | text_encoder | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 147.052 ms | 0 - 1481 MB | NPU
184
+ | text_encoder | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 131.699 ms | 0 - 1412 MB | NPU
185
+ | text_encoder | ONNX | w8a8 | Snapdragon® X2 Elite | 27.297 ms | 1 - 1 MB | NPU
186
+ | text_encoder | ONNX | w8a8 | Snapdragon® X Elite | 88.353 ms | 72 - 72 MB | NPU
187
+ | text_encoder | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 42.186 ms | 0 - 1302 MB | NPU
188
+ | text_encoder | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 106.441 ms | 1 - 1283 MB | NPU
189
+ | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 329.974 ms | 0 - 3 MB | NPU
190
+ | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 85.822 ms | 0 - 84 MB | NPU
191
+ | text_encoder | ONNX | w8a8 | Qualcomm® QCS8450 | 106.441 ms | 1 - 1283 MB | NPU
192
+ | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 73.766 ms | 0 - 3 MB | NPU
193
+ | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 88.353 ms | 72 - 72 MB | NPU
194
+ | text_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 32.612 ms | 0 - 1093 MB | NPU
195
+ | text_encoder | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 32.612 ms | 0 - 1093 MB | NPU
196
+ | text_encoder | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 27.495 ms | 0 - 1147 MB | NPU
197
+ | text_encoder | QNN_DLC | float | Snapdragon® X2 Elite | 104.154 ms | 0 - 0 MB | NPU
198
+ | text_encoder | QNN_DLC | float | Snapdragon® X Elite | 268.832 ms | 0 - 0 MB | NPU
199
+ | text_encoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 189.279 ms | 0 - 1571 MB | NPU
200
+ | text_encoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 304.852 ms | 0 - 1512 MB | NPU
201
+ | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 657.581 ms | 1 - 1377 MB | NPU
202
+ | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 275.273 ms | 0 - 3 MB | NPU
203
+ | text_encoder | QNN_DLC | float | Qualcomm® SA8775P | 290.528 ms | 1 - 1359 MB | NPU
204
+ | text_encoder | QNN_DLC | float | Qualcomm® SA8650P | 290.528 ms | 1 - 1359 MB | NPU
205
+ | text_encoder | QNN_DLC | float | Qualcomm® SA8255P | 290.528 ms | 1 - 1359 MB | NPU
206
+ | text_encoder | QNN_DLC | float | Qualcomm® QCS8450 | 304.852 ms | 0 - 1512 MB | NPU
207
+ | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 395.108 ms | 0 - 2 MB | NPU
208
+ | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 268.832 ms | 0 - 0 MB | NPU
209
+ | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 154.566 ms | 0 - 1429 MB | NPU
210
+ | text_encoder | QNN_DLC | float | Qualcomm® SA7255P | 657.581 ms | 1 - 1377 MB | NPU
211
+ | text_encoder | QNN_DLC | float | Qualcomm® SA8295P | 318.136 ms | 1 - 1268 MB | NPU
212
+ | text_encoder | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 154.566 ms | 0 - 1429 MB | NPU
213
+ | text_encoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 101.812 ms | 0 - 1495 MB | NPU
214
+ | text_encoder | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 128.2 ms | 1 - 1 MB | NPU
215
+ | text_encoder | QNN_DLC | w8a16 | Snapdragon® X Elite | 299.76 ms | 1 - 1 MB | NPU
216
+ | text_encoder | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 205.342 ms | 0 - 1551 MB | NPU
217
+ | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8275 | 513.598 ms | 1 - 1467 MB | NPU
218
+ | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 310.161 ms | 0 - 4 MB | NPU
219
+ | text_encoder | QNN_DLC | w8a16 | Qualcomm® SA8775P | 296.303 ms | 1 - 1359 MB | NPU
220
+ | text_encoder | QNN_DLC | w8a16 | Qualcomm® SA8650P | 296.303 ms | 1 - 1359 MB | NPU
221
+ | text_encoder | QNN_DLC | w8a16 | Qualcomm® SA8255P | 296.303 ms | 1 - 1359 MB | NPU
222
+ | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 294.034 ms | 0 - 2 MB | NPU
223
+ | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 299.76 ms | 1 - 1 MB | NPU
224
+ | text_encoder | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 152.331 ms | 0 - 1410 MB | NPU
225
+ | text_encoder | QNN_DLC | w8a16 | Qualcomm® SA7255P | 513.598 ms | 1 - 1467 MB | NPU
226
+ | text_encoder | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 152.331 ms | 0 - 1410 MB | NPU
227
+ | text_encoder | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 126.182 ms | 0 - 1432 MB | NPU
228
+ | text_encoder | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 107.555 ms | 1 - 1 MB | NPU
229
+ | text_encoder | QNN_DLC | w8a8 | Snapdragon® X Elite | 180.152 ms | 1 - 1 MB | NPU
230
+ | text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 117.727 ms | 0 - 1396 MB | NPU
231
+ | text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 207.732 ms | 0 - 1401 MB | NPU
232
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 308.952 ms | 0 - 1254 MB | NPU
233
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 177.279 ms | 0 - 3 MB | NPU
234
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® SA8775P | 176.115 ms | 0 - 1693 MB | NPU
235
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® SA8650P | 176.115 ms | 0 - 1693 MB | NPU
236
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® SA8255P | 176.115 ms | 0 - 1693 MB | NPU
237
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 207.732 ms | 0 - 1401 MB | NPU
238
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 172.719 ms | 0 - 2 MB | NPU
239
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 180.152 ms | 1 - 1 MB | NPU
240
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 85.184 ms | 0 - 1217 MB | NPU
241
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® SA7255P | 308.952 ms | 0 - 1254 MB | NPU
242
+ | text_encoder | QNN_DLC | w8a8 | Qualcomm® SA8295P | 203.789 ms | 0 - 1257 MB | NPU
243
+ | text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 85.184 ms | 0 - 1217 MB | NPU
244
+ | text_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 107.363 ms | 0 - 1324 MB | NPU
245
+ | text_encoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 289.752 ms | 1 - 1598 MB | NPU
246
+ | text_encoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 506.85 ms | 1 - 1602 MB | NPU
247
+ | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 779.107 ms | 1 - 1401 MB | NPU
248
+ | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 392.28 ms | 0 - 4 MB | NPU
249
+ | text_encoder | TFLITE | float | Qualcomm® SA8775P | 378.007 ms | 1 - 1431 MB | NPU
250
+ | text_encoder | TFLITE | float | Qualcomm® SA8650P | 378.007 ms | 1 - 1431 MB | NPU
251
+ | text_encoder | TFLITE | float | Qualcomm® SA8255P | 378.007 ms | 1 - 1431 MB | NPU
252
+ | text_encoder | TFLITE | float | Qualcomm® QCS8450 | 506.85 ms | 1 - 1602 MB | NPU
253
+ | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 370.821 ms | 0 - 139 MB | NPU
254
+ | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 216.11 ms | 0 - 1483 MB | NPU
255
+ | text_encoder | TFLITE | float | Qualcomm® SA7255P | 779.107 ms | 1 - 1401 MB | NPU
256
+ | text_encoder | TFLITE | float | Qualcomm® SA8295P | 399.031 ms | 1 - 1347 MB | NPU
257
+ | text_encoder | TFLITE | float | Snapdragon® 8 Elite Mobile | 216.11 ms | 0 - 1483 MB | NPU
258
+ | text_encoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 172.166 ms | 1 - 1507 MB | NPU
259
+ | text_encoder | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 57.949 ms | 0 - 1565 MB | NPU
260
+ | text_encoder | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 127.96 ms | 0 - 1498 MB | NPU
261
+ | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1363.305 ms | 31 - 199 MB | NPU
262
+ | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 151.444 ms | 0 - 1415 MB | NPU
263
+ | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 83.07 ms | 0 - 4 MB | NPU
264
+ | text_encoder | TFLITE | w8a8 | Qualcomm® SA8775P | 80.743 ms | 0 - 1415 MB | NPU
265
+ | text_encoder | TFLITE | w8a8 | Qualcomm® SA8650P | 80.743 ms | 0 - 1415 MB | NPU
266
+ | text_encoder | TFLITE | w8a8 | Qualcomm® SA8255P | 80.743 ms | 0 - 1415 MB | NPU
267
+ | text_encoder | TFLITE | w8a8 | Qualcomm® QCS8450 | 127.96 ms | 0 - 1498 MB | NPU
268
+ | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 81.493 ms | 0 - 77 MB | NPU
269
+ | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 1473.539 ms | 30 - 1002 MB | NPU
270
+ | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 433.778 ms | 33 - 930 MB | NPU
271
+ | text_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 34.369 ms | 0 - 1217 MB | NPU
272
+ | text_encoder | TFLITE | w8a8 | Qualcomm® SA7255P | 151.444 ms | 0 - 1415 MB | NPU
273
+ | text_encoder | TFLITE | w8a8 | Qualcomm® SA8295P | 106.869 ms | 0 - 1340 MB | NPU
274
+ | text_encoder | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 34.369 ms | 0 - 1217 MB | NPU
275
+ | text_encoder | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 30.494 ms | 0 - 1577 MB | NPU
276
+ | text_encoder | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 433.778 ms | 33 - 930 MB | NPU
 
 
 
 
 
 
 
 
 
 
 
 
277
 
278
  ## License
279
  * The license for the original implementation of YOLO-WORLD can be found