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EasyOCR

Image-to-Text
PyTorch
android
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v0.47.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.47.0 for changelog.

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  1. README.md +105 -84
README.md CHANGED
@@ -14,7 +14,7 @@ pipeline_tag: image-to-text
14
  EasyOCR is a machine learning model that can recognize text in images. It supports 80+ supported languages and all popular writing scripts.
15
 
16
  This is based on the implementation of EasyOCR found [here](https://github.com/JaidedAI/EasyOCR).
17
- This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/easyocr) 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
 
@@ -27,24 +27,25 @@ Below are pre-exported model assets ready for deployment.
27
 
28
  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
30
- | ONNX | float | Universal | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/easyocr/releases/v0.46.0/easyocr-onnx-float.zip)
31
- | QNN_DLC | float | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/easyocr/releases/v0.46.0/easyocr-qnn_dlc-float.zip)
32
- | TFLITE | float | Universal | QAIRT 2.42, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/easyocr/releases/v0.46.0/easyocr-tflite-float.zip)
33
- | TFLITE | w8a8 | Universal | QAIRT 2.42, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/easyocr/releases/v0.46.0/easyocr-tflite-w8a8.zip)
 
34
 
35
  For more device-specific assets and performance metrics, visit **[EasyOCR on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/easyocr)**.
36
 
37
 
38
  ### Option 2: Export with Custom Configurations
39
 
40
- Use the [Qualcomm® AI Hub Models](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/easyocr) Python library to compile and export the model with your own:
41
  - Custom weights (e.g., fine-tuned checkpoints)
42
  - Custom input shapes
43
  - Target device and runtime configurations
44
 
45
  This option is ideal if you need to customize the model beyond the default configuration provided here.
46
 
47
- See our repository for [EasyOCR on GitHub](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/easyocr) for usage instructions.
48
 
49
  ## Model Details
50
 
@@ -61,84 +62,104 @@ See our repository for [EasyOCR on GitHub](https://github.com/quic/ai-hub-models
61
  ## Performance Summary
62
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
63
  |---|---|---|---|---|---|---
64
- | EasyOCRDetector | ONNX | float | Snapdragon® X Elite | 38.44 ms | 35 - 35 MB | NPU
65
- | EasyOCRDetector | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 27.117 ms | 2 - 189 MB | NPU
66
- | EasyOCRDetector | ONNX | float | Qualcomm® QCS8550 (Proxy) | 37.395 ms | 0 - 44 MB | NPU
67
- | EasyOCRDetector | ONNX | float | Qualcomm® QCS9075 | 70.247 ms | 5 - 14 MB | NPU
68
- | EasyOCRDetector | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 21.805 ms | 3 - 120 MB | NPU
69
- | EasyOCRDetector | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 16.439 ms | 7 - 127 MB | NPU
70
- | EasyOCRDetector | QNN_DLC | float | Snapdragon® X Elite | 41.089 ms | 6 - 6 MB | NPU
71
- | EasyOCRDetector | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 28.997 ms | 6 - 240 MB | NPU
72
- | EasyOCRDetector | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 275.48 ms | 1 - 163 MB | NPU
73
- | EasyOCRDetector | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 39.593 ms | 6 - 8 MB | NPU
74
- | EasyOCRDetector | QNN_DLC | float | Qualcomm® SA8775P | 333.342 ms | 1 - 161 MB | NPU
75
- | EasyOCRDetector | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 79.658 ms | 6 - 260 MB | NPU
76
- | EasyOCRDetector | QNN_DLC | float | Qualcomm® SA7255P | 275.48 ms | 1 - 163 MB | NPU
77
- | EasyOCRDetector | QNN_DLC | float | Qualcomm® SA8295P | 75.708 ms | 0 - 179 MB | NPU
78
- | EasyOCRDetector | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 22.982 ms | 0 - 163 MB | NPU
79
- | EasyOCRDetector | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 17.144 ms | 6 - 170 MB | NPU
80
- | EasyOCRDetector | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 27.187 ms | 1 - 250 MB | NPU
81
- | EasyOCRDetector | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 270.523 ms | 0 - 170 MB | NPU
82
- | EasyOCRDetector | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 36.985 ms | 1 - 3 MB | NPU
83
- | EasyOCRDetector | TFLITE | float | Qualcomm® SA8775P | 67.921 ms | 1 - 173 MB | NPU
84
- | EasyOCRDetector | TFLITE | float | Qualcomm® QCS9075 | 70.05 ms | 0 - 49 MB | NPU
85
- | EasyOCRDetector | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 77.087 ms | 1 - 253 MB | NPU
86
- | EasyOCRDetector | TFLITE | float | Qualcomm® SA7255P | 270.523 ms | 0 - 170 MB | NPU
87
- | EasyOCRDetector | TFLITE | float | Qualcomm® SA8295P | 73.836 ms | 1 - 179 MB | NPU
88
- | EasyOCRDetector | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 21.938 ms | 1 - 171 MB | NPU
89
- | EasyOCRDetector | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 16.49 ms | 1 - 173 MB | NPU
90
- | EasyOCRDetector | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 7.289 ms | 0 - 214 MB | NPU
 
 
 
 
 
 
 
 
 
 
91
  | EasyOCRDetector | TFLITE | w8a8 | Qualcomm® QCS6490 | 50.848 ms | 0 - 24 MB | NPU
92
- | EasyOCRDetector | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 36.064 ms | 0 - 156 MB | NPU
93
- | EasyOCRDetector | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 9.681 ms | 0 - 3 MB | NPU
94
- | EasyOCRDetector | TFLITE | w8a8 | Qualcomm® SA8775P | 11.047 ms | 0 - 156 MB | NPU
95
- | EasyOCRDetector | TFLITE | w8a8 | Qualcomm® QCS9075 | 11.451 ms | 0 - 24 MB | NPU
96
- | EasyOCRDetector | TFLITE | w8a8 | Qualcomm® QCM6690 | 233.472 ms | 0 - 210 MB | NPU
97
- | EasyOCRDetector | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 14.908 ms | 0 - 209 MB | NPU
98
- | EasyOCRDetector | TFLITE | w8a8 | Qualcomm® SA7255P | 36.064 ms | 0 - 156 MB | NPU
99
- | EasyOCRDetector | TFLITE | w8a8 | Qualcomm® SA8295P | 19.114 ms | 0 - 152 MB | NPU
100
- | EasyOCRDetector | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 5.789 ms | 0 - 157 MB | NPU
101
- | EasyOCRDetector | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 19.362 ms | 0 - 174 MB | NPU
102
- | EasyOCRDetector | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 4.335 ms | 0 - 161 MB | NPU
103
- | EasyOCRRecognizer | ONNX | float | Snapdragon® X Elite | 28.731 ms | 10 - 10 MB | NPU
104
- | EasyOCRRecognizer | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 21.212 ms | 0 - 434 MB | NPU
105
- | EasyOCRRecognizer | ONNX | float | Qualcomm® QCS8550 (Proxy) | 28.218 ms | 0 - 15 MB | NPU
106
- | EasyOCRRecognizer | ONNX | float | Qualcomm® QCS9075 | 31.354 ms | 0 - 3 MB | NPU
107
- | EasyOCRRecognizer | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 16.956 ms | 0 - 378 MB | NPU
108
- | EasyOCRRecognizer | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 15.623 ms | 0 - 405 MB | NPU
109
- | EasyOCRRecognizer | QNN_DLC | float | Snapdragon® X Elite | 16.274 ms | 0 - 0 MB | NPU
110
- | EasyOCRRecognizer | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 12.143 ms | 0 - 785 MB | NPU
111
- | EasyOCRRecognizer | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 47.77 ms | 0 - 670 MB | NPU
112
- | EasyOCRRecognizer | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 16.494 ms | 0 - 3 MB | NPU
113
- | EasyOCRRecognizer | QNN_DLC | float | Qualcomm® SA8775P | 21.009 ms | 0 - 672 MB | NPU
114
- | EasyOCRRecognizer | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 22.017 ms | 0 - 389 MB | NPU
115
- | EasyOCRRecognizer | QNN_DLC | float | Qualcomm® SA7255P | 47.77 ms | 0 - 670 MB | NPU
116
- | EasyOCRRecognizer | QNN_DLC | float | Qualcomm® SA8295P | 24.836 ms | 0 - 335 MB | NPU
117
- | EasyOCRRecognizer | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 10.358 ms | 0 - 671 MB | NPU
118
- | EasyOCRRecognizer | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 10.514 ms | 0 - 732 MB | NPU
119
- | EasyOCRRecognizer | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 75.235 ms | 17 - 27 MB | CPU
120
- | EasyOCRRecognizer | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 354.574 ms | 1 - 10 MB | CPU
121
- | EasyOCRRecognizer | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 78.386 ms | 6 - 8 MB | CPU
122
- | EasyOCRRecognizer | TFLITE | float | Qualcomm® SA8775P | 164.135 ms | 9 - 15 MB | CPU
123
- | EasyOCRRecognizer | TFLITE | float | Qualcomm® QCS9075 | 132.963 ms | 4 - 33 MB | CPU
124
- | EasyOCRRecognizer | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 92.185 ms | 6 - 18 MB | CPU
125
- | EasyOCRRecognizer | TFLITE | float | Qualcomm® SA7255P | 354.574 ms | 1 - 10 MB | CPU
126
- | EasyOCRRecognizer | TFLITE | float | Qualcomm® SA8295P | 126.378 ms | 7 - 12 MB | CPU
127
- | EasyOCRRecognizer | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 79.698 ms | 7 - 15 MB | CPU
128
- | EasyOCRRecognizer | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 52.873 ms | 11 - 21 MB | CPU
129
- | EasyOCRRecognizer | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 54.104 ms | 5 - 15 MB | CPU
130
- | EasyOCRRecognizer | TFLITE | w8a8 | Qualcomm® QCS6490 | 152.742 ms | 3 - 22 MB | CPU
131
- | EasyOCRRecognizer | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 299.941 ms | 6 - 14 MB | CPU
132
- | EasyOCRRecognizer | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 56.204 ms | 5 - 22 MB | CPU
133
- | EasyOCRRecognizer | TFLITE | w8a8 | Qualcomm® SA8775P | 139.386 ms | 8 - 13 MB | CPU
134
- | EasyOCRRecognizer | TFLITE | w8a8 | Qualcomm® QCS9075 | 105.864 ms | 3 - 22 MB | CPU
135
- | EasyOCRRecognizer | TFLITE | w8a8 | Qualcomm® QCM6690 | 162.227 ms | 7 - 12 MB | CPU
136
- | EasyOCRRecognizer | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 69.267 ms | 6 - 17 MB | CPU
137
- | EasyOCRRecognizer | TFLITE | w8a8 | Qualcomm® SA7255P | 299.941 ms | 6 - 14 MB | CPU
138
- | EasyOCRRecognizer | TFLITE | w8a8 | Qualcomm® SA8295P | 98.815 ms | 5 - 11 MB | CPU
139
- | EasyOCRRecognizer | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 63.653 ms | 8 - 21 MB | CPU
140
- | EasyOCRRecognizer | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 85.371 ms | 8 - 15 MB | CPU
141
- | EasyOCRRecognizer | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 40.636 ms | 9 - 19 MB | CPU
 
 
 
 
 
 
 
 
 
 
142
 
143
  ## License
144
  * The license for the original implementation of EasyOCR can be found
 
14
  EasyOCR is a machine learning model that can recognize text in images. It supports 80+ supported languages and all popular writing scripts.
15
 
16
  This is based on the implementation of EasyOCR found [here](https://github.com/JaidedAI/EasyOCR).
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/main/qai_hub_models/models/easyocr) 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 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/easyocr/releases/v0.47.0/easyocr-onnx-float.zip)
31
+ | ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/easyocr/releases/v0.47.0/easyocr-onnx-w8a8.zip)
32
+ | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/easyocr/releases/v0.47.0/easyocr-qnn_dlc-float.zip)
33
+ | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/easyocr/releases/v0.47.0/easyocr-tflite-float.zip)
34
+ | TFLITE | w8a8 | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/easyocr/releases/v0.47.0/easyocr-tflite-w8a8.zip)
35
 
36
  For more device-specific assets and performance metrics, visit **[EasyOCR on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/easyocr)**.
37
 
38
 
39
  ### Option 2: Export with Custom Configurations
40
 
41
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/easyocr) Python library to compile and export the model with your own:
42
  - Custom weights (e.g., fine-tuned checkpoints)
43
  - Custom input shapes
44
  - Target device and runtime configurations
45
 
46
  This option is ideal if you need to customize the model beyond the default configuration provided here.
47
 
48
+ See our repository for [EasyOCR on GitHub](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/easyocr) for usage instructions.
49
 
50
  ## Model Details
51
 
 
62
  ## Performance Summary
63
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
64
  |---|---|---|---|---|---|---
65
+ | EasyOCRDetector | ONNX | float | Snapdragon® X2 Elite | 19.979 ms | 36 - 36 MB | NPU
66
+ | EasyOCRDetector | ONNX | float | Snapdragon® X Elite | 38.162 ms | 35 - 35 MB | NPU
67
+ | EasyOCRDetector | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 27.363 ms | 3 - 236 MB | NPU
68
+ | EasyOCRDetector | ONNX | float | Qualcomm® QCS8550 (Proxy) | 37.435 ms | 0 - 44 MB | NPU
69
+ | EasyOCRDetector | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 21.896 ms | 3 - 169 MB | NPU
70
+ | EasyOCRDetector | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 16.171 ms | 1 - 173 MB | NPU
71
+ | EasyOCRDetector | ONNX | w8a8 | Snapdragon® X2 Elite | 6.722 ms | 20 - 20 MB | NPU
72
+ | EasyOCRDetector | ONNX | w8a8 | Snapdragon® X Elite | 13.669 ms | 19 - 19 MB | NPU
73
+ | EasyOCRDetector | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 9.728 ms | 2 - 216 MB | NPU
74
+ | EasyOCRDetector | ONNX | w8a8 | Qualcomm® QCS6490 | 957.192 ms | 223 - 242 MB | CPU
75
+ | EasyOCRDetector | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 13.054 ms | 1 - 3 MB | NPU
76
+ | EasyOCRDetector | ONNX | w8a8 | Qualcomm® QCM6690 | 930.787 ms | 229 - 236 MB | CPU
77
+ | EasyOCRDetector | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 7.74 ms | 2 - 164 MB | NPU
78
+ | EasyOCRDetector | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 915.183 ms | 237 - 245 MB | CPU
79
+ | EasyOCRDetector | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 5.364 ms | 0 - 161 MB | NPU
80
+ | EasyOCRDetector | QNN_DLC | float | Snapdragon® X2 Elite | 21.417 ms | 6 - 6 MB | NPU
81
+ | EasyOCRDetector | QNN_DLC | float | Snapdragon® X Elite | 41.107 ms | 6 - 6 MB | NPU
82
+ | EasyOCRDetector | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 29.14 ms | 6 - 243 MB | NPU
83
+ | EasyOCRDetector | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 275.615 ms | 1 - 163 MB | NPU
84
+ | EasyOCRDetector | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 39.757 ms | 6 - 8 MB | NPU
85
+ | EasyOCRDetector | QNN_DLC | float | Qualcomm® SA8775P | 70.65 ms | 2 - 164 MB | NPU
86
+ | EasyOCRDetector | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 79.648 ms | 6 - 259 MB | NPU
87
+ | EasyOCRDetector | QNN_DLC | float | Qualcomm® SA7255P | 275.615 ms | 1 - 163 MB | NPU
88
+ | EasyOCRDetector | QNN_DLC | float | Qualcomm® SA8295P | 75.552 ms | 0 - 180 MB | NPU
89
+ | EasyOCRDetector | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 23.061 ms | 6 - 167 MB | NPU
90
+ | EasyOCRDetector | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 17.127 ms | 6 - 171 MB | NPU
91
+ | EasyOCRDetector | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 27.447 ms | 1 - 249 MB | NPU
92
+ | EasyOCRDetector | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 270.965 ms | 1 - 171 MB | NPU
93
+ | EasyOCRDetector | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 37.226 ms | 1 - 3 MB | NPU
94
+ | EasyOCRDetector | TFLITE | float | Qualcomm® SA8775P | 68.018 ms | 1 - 172 MB | NPU
95
+ | EasyOCRDetector | TFLITE | float | Qualcomm® QCS9075 | 70.001 ms | 0 - 49 MB | NPU
96
+ | EasyOCRDetector | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 77.59 ms | 1 - 252 MB | NPU
97
+ | EasyOCRDetector | TFLITE | float | Qualcomm® SA7255P | 270.965 ms | 1 - 171 MB | NPU
98
+ | EasyOCRDetector | TFLITE | float | Qualcomm® SA8295P | 73.95 ms | 1 - 179 MB | NPU
99
+ | EasyOCRDetector | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 21.928 ms | 1 - 172 MB | NPU
100
+ | EasyOCRDetector | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 16.269 ms | 1 - 173 MB | NPU
101
+ | EasyOCRDetector | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 7.212 ms | 0 - 212 MB | NPU
102
  | EasyOCRDetector | TFLITE | w8a8 | Qualcomm® QCS6490 | 50.848 ms | 0 - 24 MB | NPU
103
+ | EasyOCRDetector | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 35.985 ms | 0 - 155 MB | NPU
104
+ | EasyOCRDetector | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 9.731 ms | 0 - 2 MB | NPU
105
+ | EasyOCRDetector | TFLITE | w8a8 | Qualcomm® SA8775P | 11.062 ms | 0 - 156 MB | NPU
106
+ | EasyOCRDetector | TFLITE | w8a8 | Qualcomm® QCS9075 | 11.273 ms | 0 - 24 MB | NPU
107
+ | EasyOCRDetector | TFLITE | w8a8 | Qualcomm® QCM6690 | 246.849 ms | 0 - 211 MB | NPU
108
+ | EasyOCRDetector | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 14.96 ms | 0 - 211 MB | NPU
109
+ | EasyOCRDetector | TFLITE | w8a8 | Qualcomm® SA7255P | 35.985 ms | 0 - 155 MB | NPU
110
+ | EasyOCRDetector | TFLITE | w8a8 | Qualcomm® SA8295P | 19.325 ms | 0 - 153 MB | NPU
111
+ | EasyOCRDetector | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 5.835 ms | 0 - 157 MB | NPU
112
+ | EasyOCRDetector | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 19.161 ms | 0 - 174 MB | NPU
113
+ | EasyOCRDetector | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 4.416 ms | 0 - 158 MB | NPU
114
+ | EasyOCRRecognizer | ONNX | float | Snapdragon® X2 Elite | 11.925 ms | 13 - 13 MB | NPU
115
+ | EasyOCRRecognizer | ONNX | float | Snapdragon® X Elite | 16.196 ms | 11 - 11 MB | NPU
116
+ | EasyOCRRecognizer | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 12.365 ms | 0 - 766 MB | NPU
117
+ | EasyOCRRecognizer | ONNX | float | Qualcomm® QCS8550 (Proxy) | 16.4 ms | 0 - 17 MB | NPU
118
+ | EasyOCRRecognizer | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 10.17 ms | 0 - 636 MB | NPU
119
+ | EasyOCRRecognizer | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 10.467 ms | 0 - 791 MB | NPU
120
+ | EasyOCRRecognizer | ONNX | w8a8 | Snapdragon® X2 Elite | 10.773 ms | 14 - 14 MB | NPU
121
+ | EasyOCRRecognizer | ONNX | w8a8 | Snapdragon® X Elite | 12.304 ms | 10 - 10 MB | NPU
122
+ | EasyOCRRecognizer | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 8.897 ms | 2 - 864 MB | NPU
123
+ | EasyOCRRecognizer | ONNX | w8a8 | Qualcomm® QCS6490 | 122.088 ms | 24 - 28 MB | CPU
124
+ | EasyOCRRecognizer | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 12.036 ms | 0 - 16 MB | NPU
125
+ | EasyOCRRecognizer | ONNX | w8a8 | Qualcomm® QCM6690 | 55.3 ms | 19 - 25 MB | CPU
126
+ | EasyOCRRecognizer | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 8.297 ms | 1 - 699 MB | NPU
127
+ | EasyOCRRecognizer | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 41.37 ms | 26 - 33 MB | CPU
128
+ | EasyOCRRecognizer | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 9.257 ms | 1 - 873 MB | NPU
129
+ | EasyOCRRecognizer | QNN_DLC | float | Snapdragon® X2 Elite | 12.58 ms | 0 - 0 MB | NPU
130
+ | EasyOCRRecognizer | QNN_DLC | float | Snapdragon® X Elite | 16.344 ms | 0 - 0 MB | NPU
131
+ | EasyOCRRecognizer | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 12.475 ms | 0 - 787 MB | NPU
132
+ | EasyOCRRecognizer | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 47.879 ms | 0 - 669 MB | NPU
133
+ | EasyOCRRecognizer | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 16.537 ms | 0 - 3 MB | NPU
134
+ | EasyOCRRecognizer | QNN_DLC | float | Qualcomm® SA8775P | 21.17 ms | 0 - 672 MB | NPU
135
+ | EasyOCRRecognizer | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 21.957 ms | 0 - 393 MB | NPU
136
+ | EasyOCRRecognizer | QNN_DLC | float | Qualcomm® SA7255P | 47.879 ms | 0 - 669 MB | NPU
137
+ | EasyOCRRecognizer | QNN_DLC | float | Qualcomm® SA8295P | 24.885 ms | 0 - 335 MB | NPU
138
+ | EasyOCRRecognizer | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 10.522 ms | 0 - 674 MB | NPU
139
+ | EasyOCRRecognizer | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 10.47 ms | 0 - 721 MB | NPU
140
+ | EasyOCRRecognizer | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 75.176 ms | 6 - 14 MB | CPU
141
+ | EasyOCRRecognizer | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 338.706 ms | 8 - 19 MB | CPU
142
+ | EasyOCRRecognizer | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 75.46 ms | 6 - 42 MB | CPU
143
+ | EasyOCRRecognizer | TFLITE | float | Qualcomm® SA8775P | 168.68 ms | 11 - 17 MB | CPU
144
+ | EasyOCRRecognizer | TFLITE | float | Qualcomm® QCS9075 | 135.212 ms | 4 - 33 MB | CPU
145
+ | EasyOCRRecognizer | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 94.284 ms | 12 - 23 MB | CPU
146
+ | EasyOCRRecognizer | TFLITE | float | Qualcomm® SA7255P | 338.706 ms | 8 - 19 MB | CPU
147
+ | EasyOCRRecognizer | TFLITE | float | Qualcomm® SA8295P | 118.905 ms | 7 - 13 MB | CPU
148
+ | EasyOCRRecognizer | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 79.754 ms | 7 - 16 MB | CPU
149
+ | EasyOCRRecognizer | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 54.1 ms | 10 - 21 MB | CPU
150
+ | EasyOCRRecognizer | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 55.28 ms | 5 - 15 MB | CPU
151
+ | EasyOCRRecognizer | TFLITE | w8a8 | Qualcomm® QCS6490 | 164.117 ms | 3 - 22 MB | CPU
152
+ | EasyOCRRecognizer | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 336.208 ms | 3 - 12 MB | CPU
153
+ | EasyOCRRecognizer | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 55.245 ms | 4 - 22 MB | CPU
154
+ | EasyOCRRecognizer | TFLITE | w8a8 | Qualcomm® SA8775P | 137.142 ms | 8 - 13 MB | CPU
155
+ | EasyOCRRecognizer | TFLITE | w8a8 | Qualcomm® QCS9075 | 105.533 ms | 3 - 22 MB | CPU
156
+ | EasyOCRRecognizer | TFLITE | w8a8 | Qualcomm® QCM6690 | 157.867 ms | 7 - 14 MB | CPU
157
+ | EasyOCRRecognizer | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 65.453 ms | 6 - 16 MB | CPU
158
+ | EasyOCRRecognizer | TFLITE | w8a8 | Qualcomm® SA7255P | 336.208 ms | 3 - 12 MB | CPU
159
+ | EasyOCRRecognizer | TFLITE | w8a8 | Qualcomm® SA8295P | 99.713 ms | 6 - 12 MB | CPU
160
+ | EasyOCRRecognizer | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 66.097 ms | 7 - 16 MB | CPU
161
+ | EasyOCRRecognizer | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 95.481 ms | 14 - 21 MB | CPU
162
+ | EasyOCRRecognizer | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 40.888 ms | 9 - 20 MB | CPU
163
 
164
  ## License
165
  * The license for the original implementation of EasyOCR can be found