Upload README.md with huggingface_hub
Browse files
README.md
CHANGED
@@ -1,6 +1,6 @@
|
|
1 |
---
|
2 |
library_name: pytorch
|
3 |
-
license:
|
4 |
tags:
|
5 |
- android
|
6 |
pipeline_tag: image-to-text
|
@@ -25,7 +25,7 @@ More details on model performance across various devices, can be found
|
|
25 |
|
26 |
### Model Details
|
27 |
|
28 |
-
- **Model Type:**
|
29 |
- **Model Stats:**
|
30 |
- Model checkpoint: easyocr-small-stage1
|
31 |
- Input resolution: 384x384
|
@@ -34,66 +34,66 @@ More details on model performance across various devices, can be found
|
|
34 |
- Number of parameters (EasyOCRRecognizer): 3.84M
|
35 |
- Model size (EasyOCRRecognizer): 14.7 MB
|
36 |
|
37 |
-
| Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) |
|
38 |
|---|---|---|---|---|---|---|---|---|
|
39 |
-
| EasyOCRDetector |
|
40 |
-
| EasyOCRDetector |
|
41 |
-
| EasyOCRDetector |
|
42 |
-
| EasyOCRDetector |
|
43 |
-
| EasyOCRDetector |
|
44 |
-
| EasyOCRDetector |
|
45 |
-
| EasyOCRDetector |
|
46 |
-
| EasyOCRDetector |
|
47 |
-
| EasyOCRDetector |
|
48 |
-
| EasyOCRDetector | SA7255P ADP | SA7255P |
|
49 |
-
| EasyOCRDetector |
|
50 |
-
| EasyOCRDetector | SA8255 (Proxy) | SA8255P Proxy |
|
51 |
-
| EasyOCRDetector |
|
52 |
-
| EasyOCRDetector | SA8295P ADP | SA8295P |
|
53 |
-
| EasyOCRDetector |
|
54 |
-
| EasyOCRDetector | SA8650 (Proxy) | SA8650P Proxy |
|
55 |
-
| EasyOCRDetector |
|
56 |
-
| EasyOCRDetector | SA8775P ADP | SA8775P |
|
57 |
-
| EasyOCRDetector |
|
58 |
-
| EasyOCRDetector |
|
59 |
-
| EasyOCRDetector |
|
60 |
-
| EasyOCRDetector |
|
61 |
-
| EasyOCRDetector |
|
62 |
-
| EasyOCRDetector |
|
63 |
-
| EasyOCRDetector |
|
64 |
-
| EasyOCRDetector |
|
65 |
-
| EasyOCRDetector |
|
66 |
-
| EasyOCRDetector | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 38.
|
67 |
-
| EasyOCRDetector | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 40.
|
68 |
-
| EasyOCRRecognizer |
|
69 |
-
| EasyOCRRecognizer |
|
70 |
-
| EasyOCRRecognizer |
|
71 |
-
| EasyOCRRecognizer |
|
72 |
-
| EasyOCRRecognizer |
|
73 |
-
| EasyOCRRecognizer |
|
74 |
-
| EasyOCRRecognizer |
|
75 |
-
| EasyOCRRecognizer |
|
76 |
-
| EasyOCRRecognizer |
|
77 |
-
| EasyOCRRecognizer | SA7255P ADP | SA7255P |
|
78 |
-
| EasyOCRRecognizer |
|
79 |
-
| EasyOCRRecognizer | SA8255 (Proxy) | SA8255P Proxy |
|
80 |
-
| EasyOCRRecognizer |
|
81 |
-
| EasyOCRRecognizer | SA8295P ADP | SA8295P |
|
82 |
-
| EasyOCRRecognizer |
|
83 |
-
| EasyOCRRecognizer | SA8650 (Proxy) | SA8650P Proxy |
|
84 |
-
| EasyOCRRecognizer |
|
85 |
-
| EasyOCRRecognizer | SA8775P ADP | SA8775P |
|
86 |
-
| EasyOCRRecognizer |
|
87 |
-
| EasyOCRRecognizer |
|
88 |
-
| EasyOCRRecognizer |
|
89 |
-
| EasyOCRRecognizer |
|
90 |
-
| EasyOCRRecognizer |
|
91 |
-
| EasyOCRRecognizer |
|
92 |
-
| EasyOCRRecognizer |
|
93 |
-
| EasyOCRRecognizer |
|
94 |
-
| EasyOCRRecognizer |
|
95 |
-
| EasyOCRRecognizer | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 24.
|
96 |
-
| EasyOCRRecognizer | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 19.
|
97 |
|
98 |
|
99 |
|
@@ -155,21 +155,21 @@ python -m qai_hub_models.models.easyocr.export
|
|
155 |
Profiling Results
|
156 |
------------------------------------------------------------
|
157 |
EasyOCRDetector
|
158 |
-
Device :
|
159 |
-
Runtime : TFLITE
|
160 |
-
Estimated inference time (ms) :
|
161 |
-
Estimated peak memory usage (MB): [
|
162 |
-
Total # Ops : 42
|
163 |
-
Compute Unit(s) :
|
164 |
|
165 |
------------------------------------------------------------
|
166 |
EasyOCRRecognizer
|
167 |
-
Device :
|
168 |
-
Runtime : TFLITE
|
169 |
-
Estimated inference time (ms) :
|
170 |
-
Estimated peak memory usage (MB): [8,
|
171 |
-
Total # Ops : 136
|
172 |
-
Compute Unit(s) :
|
173 |
```
|
174 |
|
175 |
|
|
|
1 |
---
|
2 |
library_name: pytorch
|
3 |
+
license: other
|
4 |
tags:
|
5 |
- android
|
6 |
pipeline_tag: image-to-text
|
|
|
25 |
|
26 |
### Model Details
|
27 |
|
28 |
+
- **Model Type:** Model_use_case.image_to_text
|
29 |
- **Model Stats:**
|
30 |
- Model checkpoint: easyocr-small-stage1
|
31 |
- Input resolution: 384x384
|
|
|
34 |
- Number of parameters (EasyOCRRecognizer): 3.84M
|
35 |
- Model size (EasyOCRRecognizer): 14.7 MB
|
36 |
|
37 |
+
| Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
|
38 |
|---|---|---|---|---|---|---|---|---|
|
39 |
+
| EasyOCRDetector | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 275.371 ms | 15 - 45 MB | NPU | [EasyOCR.tflite](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.tflite) |
|
40 |
+
| EasyOCRDetector | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 270.487 ms | 5 - 15 MB | NPU | Use Export Script |
|
41 |
+
| EasyOCRDetector | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 80.977 ms | 16 - 75 MB | NPU | [EasyOCR.tflite](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.tflite) |
|
42 |
+
| EasyOCRDetector | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 75.823 ms | 6 - 45 MB | NPU | Use Export Script |
|
43 |
+
| EasyOCRDetector | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 40.542 ms | 12 - 144 MB | NPU | [EasyOCR.tflite](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.tflite) |
|
44 |
+
| EasyOCRDetector | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 38.443 ms | 6 - 8 MB | NPU | Use Export Script |
|
45 |
+
| EasyOCRDetector | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 71.961 ms | 16 - 46 MB | NPU | [EasyOCR.tflite](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.tflite) |
|
46 |
+
| EasyOCRDetector | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 68.905 ms | 2 - 16 MB | NPU | Use Export Script |
|
47 |
+
| EasyOCRDetector | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 275.371 ms | 15 - 45 MB | NPU | [EasyOCR.tflite](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.tflite) |
|
48 |
+
| EasyOCRDetector | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 270.487 ms | 5 - 15 MB | NPU | Use Export Script |
|
49 |
+
| EasyOCRDetector | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 40.388 ms | 11 - 144 MB | NPU | [EasyOCR.tflite](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.tflite) |
|
50 |
+
| EasyOCRDetector | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 41.006 ms | 3 - 6 MB | NPU | Use Export Script |
|
51 |
+
| EasyOCRDetector | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 78.469 ms | 16 - 48 MB | NPU | [EasyOCR.tflite](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.tflite) |
|
52 |
+
| EasyOCRDetector | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 74.999 ms | 1 - 19 MB | NPU | Use Export Script |
|
53 |
+
| EasyOCRDetector | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 40.488 ms | 10 - 206 MB | NPU | [EasyOCR.tflite](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.tflite) |
|
54 |
+
| EasyOCRDetector | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 38.509 ms | 6 - 8 MB | NPU | Use Export Script |
|
55 |
+
| EasyOCRDetector | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 71.961 ms | 16 - 46 MB | NPU | [EasyOCR.tflite](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.tflite) |
|
56 |
+
| EasyOCRDetector | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 68.905 ms | 2 - 16 MB | NPU | Use Export Script |
|
57 |
+
| EasyOCRDetector | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 41.597 ms | 10 - 143 MB | NPU | [EasyOCR.tflite](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.tflite) |
|
58 |
+
| EasyOCRDetector | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 38.762 ms | 6 - 19 MB | NPU | Use Export Script |
|
59 |
+
| EasyOCRDetector | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 40.293 ms | 33 - 123 MB | NPU | [EasyOCR.onnx](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.onnx) |
|
60 |
+
| EasyOCRDetector | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 30.081 ms | 16 - 72 MB | NPU | [EasyOCR.tflite](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.tflite) |
|
61 |
+
| EasyOCRDetector | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 27.992 ms | 6 - 39 MB | NPU | Use Export Script |
|
62 |
+
| EasyOCRDetector | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 28.402 ms | 35 - 67 MB | NPU | [EasyOCR.onnx](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.onnx) |
|
63 |
+
| EasyOCRDetector | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 24.422 ms | 14 - 48 MB | NPU | [EasyOCR.tflite](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.tflite) |
|
64 |
+
| EasyOCRDetector | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 27.552 ms | 6 - 39 MB | NPU | Use Export Script |
|
65 |
+
| EasyOCRDetector | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 30.522 ms | 41 - 75 MB | NPU | [EasyOCR.onnx](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.onnx) |
|
66 |
+
| EasyOCRDetector | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 38.733 ms | 6 - 6 MB | NPU | Use Export Script |
|
67 |
+
| EasyOCRDetector | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 40.316 ms | 72 - 72 MB | NPU | [EasyOCR.onnx](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.onnx) |
|
68 |
+
| EasyOCRRecognizer | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 484.221 ms | 8 - 18 MB | CPU | [EasyOCR.tflite](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.tflite) |
|
69 |
+
| EasyOCRRecognizer | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 61.503 ms | 0 - 10 MB | NPU | Use Export Script |
|
70 |
+
| EasyOCRRecognizer | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 170.834 ms | 9 - 32 MB | CPU | [EasyOCR.tflite](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.tflite) |
|
71 |
+
| EasyOCRRecognizer | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 37.665 ms | 0 - 165 MB | NPU | Use Export Script |
|
72 |
+
| EasyOCRRecognizer | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 106.7 ms | 7 - 11 MB | CPU | [EasyOCR.tflite](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.tflite) |
|
73 |
+
| EasyOCRRecognizer | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 23.209 ms | 0 - 3 MB | NPU | Use Export Script |
|
74 |
+
| EasyOCRRecognizer | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 357.444 ms | 9 - 23 MB | CPU | [EasyOCR.tflite](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.tflite) |
|
75 |
+
| EasyOCRRecognizer | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 27.743 ms | 0 - 14 MB | NPU | Use Export Script |
|
76 |
+
| EasyOCRRecognizer | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 484.221 ms | 8 - 18 MB | CPU | [EasyOCR.tflite](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.tflite) |
|
77 |
+
| EasyOCRRecognizer | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 61.503 ms | 0 - 10 MB | NPU | Use Export Script |
|
78 |
+
| EasyOCRRecognizer | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 118.328 ms | 3 - 5 MB | CPU | [EasyOCR.tflite](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.tflite) |
|
79 |
+
| EasyOCRRecognizer | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 23.372 ms | 0 - 3 MB | NPU | Use Export Script |
|
80 |
+
| EasyOCRRecognizer | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 222.836 ms | 11 - 29 MB | CPU | [EasyOCR.tflite](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.tflite) |
|
81 |
+
| EasyOCRRecognizer | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 39.207 ms | 0 - 18 MB | NPU | Use Export Script |
|
82 |
+
| EasyOCRRecognizer | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 128.371 ms | 8 - 10 MB | CPU | [EasyOCR.tflite](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.tflite) |
|
83 |
+
| EasyOCRRecognizer | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 23.416 ms | 0 - 3 MB | NPU | Use Export Script |
|
84 |
+
| EasyOCRRecognizer | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 357.444 ms | 9 - 23 MB | CPU | [EasyOCR.tflite](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.tflite) |
|
85 |
+
| EasyOCRRecognizer | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 27.743 ms | 0 - 14 MB | NPU | Use Export Script |
|
86 |
+
| EasyOCRRecognizer | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 118.747 ms | 9 - 11 MB | CPU | [EasyOCR.tflite](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.tflite) |
|
87 |
+
| EasyOCRRecognizer | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 24.244 ms | 0 - 101 MB | NPU | Use Export Script |
|
88 |
+
| EasyOCRRecognizer | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 23.523 ms | 0 - 23 MB | NPU | [EasyOCR.onnx](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.onnx) |
|
89 |
+
| EasyOCRRecognizer | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 98.78 ms | 9 - 28 MB | CPU | [EasyOCR.tflite](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.tflite) |
|
90 |
+
| EasyOCRRecognizer | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 17.726 ms | 0 - 430 MB | NPU | Use Export Script |
|
91 |
+
| EasyOCRRecognizer | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 15.301 ms | 2 - 23 MB | NPU | [EasyOCR.onnx](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.onnx) |
|
92 |
+
| EasyOCRRecognizer | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 101.56 ms | 20 - 34 MB | CPU | [EasyOCR.tflite](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.tflite) |
|
93 |
+
| EasyOCRRecognizer | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 15.588 ms | 0 - 431 MB | NPU | Use Export Script |
|
94 |
+
| EasyOCRRecognizer | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 16.663 ms | 0 - 12 MB | NPU | [EasyOCR.onnx](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.onnx) |
|
95 |
+
| EasyOCRRecognizer | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 24.524 ms | 0 - 0 MB | NPU | Use Export Script |
|
96 |
+
| EasyOCRRecognizer | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 19.344 ms | 0 - 0 MB | NPU | [EasyOCR.onnx](https://huggingface.co/qualcomm/EasyOCR/blob/main/EasyOCR.onnx) |
|
97 |
|
98 |
|
99 |
|
|
|
155 |
Profiling Results
|
156 |
------------------------------------------------------------
|
157 |
EasyOCRDetector
|
158 |
+
Device : cs_8275 (ANDROID 14)
|
159 |
+
Runtime : TFLITE
|
160 |
+
Estimated inference time (ms) : 275.4
|
161 |
+
Estimated peak memory usage (MB): [15, 45]
|
162 |
+
Total # Ops : 42
|
163 |
+
Compute Unit(s) : npu (42 ops) gpu (0 ops) cpu (0 ops)
|
164 |
|
165 |
------------------------------------------------------------
|
166 |
EasyOCRRecognizer
|
167 |
+
Device : cs_8275 (ANDROID 14)
|
168 |
+
Runtime : TFLITE
|
169 |
+
Estimated inference time (ms) : 484.2
|
170 |
+
Estimated peak memory usage (MB): [8, 18]
|
171 |
+
Total # Ops : 136
|
172 |
+
Compute Unit(s) : npu (0 ops) gpu (0 ops) cpu (136 ops)
|
173 |
```
|
174 |
|
175 |
|