Image-to-Image
PyTorch
android
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See https://github.com/qualcomm/ai-hub-models/releases/v0.63.0 for changelog.

Files changed (2) hide show
  1. README.md +41 -45
  2. release_assets.json +7 -7
README.md CHANGED
@@ -14,7 +14,7 @@ pipeline_tag: image-to-image
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  DDColor is a coloring algorithm that produces natural, vivid color results from incoming black and white images.
15
 
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  This is based on the implementation of DDColor found [here](https://github.com/piddnad/DDColor/).
17
- 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/v0.62.2/src/qai_hub_models/models/ddcolor) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
18
 
19
  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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@@ -27,23 +27,23 @@ Below are pre-exported model assets ready for deployment.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
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- | ONNX | float | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ddcolor/releases/v0.62.2/ddcolor-onnx-float.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ddcolor/releases/v0.62.2/ddcolor-qnn_dlc-float.zip)
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- | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ddcolor/releases/v0.62.2/ddcolor-tflite-float.zip)
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34
  For more device-specific assets and performance metrics, visit **[DDColor on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/ddcolor)**.
35
 
36
 
37
  ### Option 2: Export with Custom Configurations
38
 
39
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/ddcolor) Python library to compile and export the model with your own:
40
  - Custom weights (e.g., fine-tuned checkpoints)
41
  - Custom input shapes
42
  - Target device and runtime configurations
43
 
44
  This option is ideal if you need to customize the model beyond the default configuration provided here.
45
 
46
- See our repository for [DDColor on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/ddcolor) for usage instructions.
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  ## Model Details
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@@ -59,49 +59,45 @@ See our repository for [DDColor on GitHub](https://github.com/qualcomm/ai-hub-mo
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
61
  |---|---|---|---|---|---|---
62
- | DDColor | ONNX | float | Snapdragon® X2 Elite | 28.205 ms | 2 - 2 MB | NPU
63
- | DDColor | ONNX | float | Snapdragon® X Elite | 72.412 ms | 112 - 112 MB | NPU
64
- | DDColor | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 46.458 ms | 2 - 1484 MB | NPU
65
- | DDColor | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 85.859 ms | 2 - 637 MB | NPU
66
- | DDColor | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 63.169 ms | 1 - 5 MB | NPU
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- | DDColor | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 73.064 ms | 0 - 130 MB | NPU
68
- | DDColor | ONNX | float | Qualcomm® QCS8450 | 85.859 ms | 2 - 637 MB | NPU
69
- | DDColor | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 81.613 ms | 1 - 4 MB | NPU
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- | DDColor | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 72.412 ms | 112 - 112 MB | NPU
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- | DDColor | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 35.256 ms | 1 - 798 MB | NPU
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- | DDColor | ONNX | float | Snapdragon® 8 Elite Mobile | 35.256 ms | 1 - 798 MB | NPU
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- | DDColor | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 27.415 ms | 2 - 739 MB | NPU
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- | DDColor | QNN_DLC | float | Snapdragon® X2 Elite | 27.758 ms | 1 - 1 MB | NPU
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- | DDColor | QNN_DLC | float | Snapdragon® X Elite | 62.449 ms | 1 - 1 MB | NPU
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- | DDColor | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 41.563 ms | 1 - 560 MB | NPU
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- | DDColor | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 73.31 ms | 0 - 462 MB | NPU
78
- | DDColor | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 59.598 ms | 1 - 4 MB | NPU
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- | DDColor | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 62.498 ms | 1 - 11 MB | NPU
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- | DDColor | QNN_DLC | float | Qualcomm® SA8775P | 65.734 ms | 1 - 452 MB | NPU
 
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  | DDColor | QNN_DLC | float | Qualcomm® SA8650P | 65.734 ms | 1 - 452 MB | NPU
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  | DDColor | QNN_DLC | float | Qualcomm® SA8255P | 65.734 ms | 1 - 452 MB | NPU
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- | DDColor | QNN_DLC | float | Qualcomm® QCS8450 | 73.31 ms | 0 - 462 MB | NPU
84
- | DDColor | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 66.518 ms | 1 - 4 MB | NPU
85
- | DDColor | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 62.449 ms | 1 - 1 MB | NPU
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- | DDColor | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 31.624 ms | 0 - 615 MB | NPU
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- | DDColor | QNN_DLC | float | Qualcomm® SA7255P | 129.606 ms | 1 - 453 MB | NPU
88
- | DDColor | QNN_DLC | float | Qualcomm® SA8295P | 69.507 ms | 0 - 330 MB | NPU
89
- | DDColor | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 31.624 ms | 0 - 615 MB | NPU
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- | DDColor | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 27.375 ms | 0 - 634 MB | NPU
91
- | DDColor | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 43.13 ms | 1 - 1422 MB | NPU
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- | DDColor | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 80.963 ms | 1 - 550 MB | NPU
93
- | DDColor | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 58.147 ms | 1 - 117 MB | NPU
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- | DDColor | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 67.849 ms | 1 - 4 MB | NPU
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- | DDColor | TFLITE | float | Qualcomm® SA8775P | 72.46 ms | 1 - 852 MB | NPU
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  | DDColor | TFLITE | float | Qualcomm® SA8650P | 72.46 ms | 1 - 852 MB | NPU
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  | DDColor | TFLITE | float | Qualcomm® SA8255P | 72.46 ms | 1 - 852 MB | NPU
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- | DDColor | TFLITE | float | Qualcomm® QCS8450 | 80.963 ms | 1 - 550 MB | NPU
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- | DDColor | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 71.896 ms | 1 - 116 MB | NPU
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- | DDColor | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 33.823 ms | 1 - 979 MB | NPU
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- | DDColor | TFLITE | float | Qualcomm® SA7255P | 124.44 ms | 1 - 801 MB | NPU
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- | DDColor | TFLITE | float | Qualcomm® SA8295P | 73.57 ms | 1 - 378 MB | NPU
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- | DDColor | TFLITE | float | Snapdragon® 8 Elite Mobile | 33.823 ms | 1 - 979 MB | NPU
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- | DDColor | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 27.512 ms | 1 - 1037 MB | NPU
105
 
106
  ## License
107
  * The license for the original implementation of DDColor can be found
 
14
  DDColor is a coloring algorithm that produces natural, vivid color results from incoming black and white images.
15
 
16
  This is based on the implementation of DDColor found [here](https://github.com/piddnad/DDColor/).
17
+ 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/v0.63.0/src/qai_hub_models/models/ddcolor) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
18
 
19
  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.
20
 
 
27
 
28
  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
30
+ | ONNX | float | Universal | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ddcolor/releases/v0.63.0/ddcolor-onnx-float.zip)
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+ | QNN_DLC | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ddcolor/releases/v0.63.0/ddcolor-qnn_dlc-float.zip)
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+ | TFLITE | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ddcolor/releases/v0.63.0/ddcolor-tflite-float.zip)
33
 
34
  For more device-specific assets and performance metrics, visit **[DDColor on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/ddcolor)**.
35
 
36
 
37
  ### Option 2: Export with Custom Configurations
38
 
39
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/ddcolor) Python library to compile and export the model with your own:
40
  - Custom weights (e.g., fine-tuned checkpoints)
41
  - Custom input shapes
42
  - Target device and runtime configurations
43
 
44
  This option is ideal if you need to customize the model beyond the default configuration provided here.
45
 
46
+ See our repository for [DDColor on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/ddcolor) for usage instructions.
47
 
48
  ## Model Details
49
 
 
59
  ## Performance Summary
60
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
61
  |---|---|---|---|---|---|---
62
+ | DDColor | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 25.129 ms | 2 - 705 MB | NPU
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+ | DDColor | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 30.207 ms | 1 - 499 MB | NPU
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+ | DDColor | ONNX | float | Snapdragon® X2 Elite | 24.825 ms | 2 - 2 MB | NPU
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+ | DDColor | ONNX | float | Snapdragon® X Elite | 67.765 ms | 112 - 112 MB | NPU
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+ | DDColor | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 48.09 ms | 0 - 682 MB | NPU
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+ | DDColor | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 81.625 ms | 0 - 533 MB | NPU
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+ | DDColor | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 62.037 ms | 1 - 6 MB | NPU
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+ | DDColor | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 67.643 ms | 0 - 130 MB | NPU
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+ | DDColor | ONNX | float | Qualcomm® QCS8450 | 81.625 ms | 0 - 533 MB | NPU
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+ | DDColor | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 74.628 ms | 1 - 5 MB | NPU
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+ | DDColor | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 67.765 ms | 112 - 112 MB | NPU
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+ | DDColor | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 30.207 ms | 1 - 499 MB | NPU
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+ | DDColor | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 24.741 ms | 0 - 611 MB | NPU
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+ | DDColor | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 31.175 ms | 1 - 550 MB | NPU
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+ | DDColor | QNN_DLC | float | Snapdragon® X2 Elite | 25.607 ms | 1 - 1 MB | NPU
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+ | DDColor | QNN_DLC | float | Snapdragon® X Elite | 58.726 ms | 1 - 1 MB | NPU
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+ | DDColor | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 38.632 ms | 0 - 1149 MB | NPU
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+ | DDColor | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 68.069 ms | 0 - 409 MB | NPU
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+ | DDColor | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 54.395 ms | 1 - 5 MB | NPU
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+ | DDColor | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 59.01 ms | 1 - 4 MB | NPU
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  | DDColor | QNN_DLC | float | Qualcomm® SA8650P | 65.734 ms | 1 - 452 MB | NPU
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  | DDColor | QNN_DLC | float | Qualcomm® SA8255P | 65.734 ms | 1 - 452 MB | NPU
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+ | DDColor | QNN_DLC | float | Qualcomm® QCS8450 | 68.069 ms | 0 - 409 MB | NPU
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+ | DDColor | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 63.446 ms | 3 - 6 MB | NPU
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+ | DDColor | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 58.726 ms | 1 - 1 MB | NPU
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+ | DDColor | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 31.175 ms | 1 - 550 MB | NPU
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+ | DDColor | QNN_DLC | float | Qualcomm® SA8295P | 67.289 ms | 1 - 312 MB | NPU
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+ | DDColor | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 23.863 ms | 0 - 653 MB | NPU
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+ | DDColor | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 34.628 ms | 1 - 483 MB | NPU
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+ | DDColor | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 41.688 ms | 1 - 667 MB | NPU
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+ | DDColor | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 74.25 ms | 0 - 499 MB | NPU
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+ | DDColor | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 57.87 ms | 1 - 117 MB | NPU
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+ | DDColor | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 71.204 ms | 1 - 8 MB | NPU
 
 
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  | DDColor | TFLITE | float | Qualcomm® SA8650P | 72.46 ms | 1 - 852 MB | NPU
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  | DDColor | TFLITE | float | Qualcomm® SA8255P | 72.46 ms | 1 - 852 MB | NPU
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+ | DDColor | TFLITE | float | Qualcomm® QCS8450 | 74.25 ms | 0 - 499 MB | NPU
98
+ | DDColor | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 71.76 ms | 1 - 117 MB | NPU
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+ | DDColor | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 34.628 ms | 1 - 483 MB | NPU
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+ | DDColor | TFLITE | float | Qualcomm® SA8295P | 69.674 ms | 1 - 349 MB | NPU
 
 
 
101
 
102
  ## License
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  * The license for the original implementation of DDColor can be found
release_assets.json CHANGED
@@ -1,26 +1,26 @@
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  {
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- "version": "0.62.2",
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  "precisions": {
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  "float": {
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  "universal_assets": {
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  "onnx": {
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  "tool_versions": {
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- "qairt": "2.45.0.260326154327",
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  "onnx_runtime": "1.27.1"
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  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ddcolor/releases/v0.62.2/ddcolor-onnx-float.zip"
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  },
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  "qnn_dlc": {
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  "tool_versions": {
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- "qairt": "2.45.0.260326154327"
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  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ddcolor/releases/v0.62.2/ddcolor-qnn_dlc-float.zip"
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  },
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  "tflite": {
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  "tool_versions": {
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- "qairt": "2.45.0.260326154327"
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  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ddcolor/releases/v0.62.2/ddcolor-tflite-float.zip"
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  }
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  }
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  }
 
1
  {
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+ "version": "0.63.0",
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  "precisions": {
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  "float": {
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  "universal_assets": {
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  "onnx": {
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  "tool_versions": {
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+ "qairt": "2.50.0.260828221209",
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  "onnx_runtime": "1.27.1"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ddcolor/releases/v0.63.0/ddcolor-onnx-float.zip"
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  },
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  "qnn_dlc": {
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  "tool_versions": {
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+ "qairt": "2.50.0.260828221209"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ddcolor/releases/v0.63.0/ddcolor-qnn_dlc-float.zip"
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  },
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  "tflite": {
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  "tool_versions": {
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+ "qairt": "2.50.0.260828221209"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ddcolor/releases/v0.63.0/ddcolor-tflite-float.zip"
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  }
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  }
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  }