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Yolo-R

Object Detection
PyTorch
bu_auto
real_time
android
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v0.61.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.61.0 for changelog.

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  1. README.md +69 -69
README.md CHANGED
@@ -1,6 +1,6 @@
1
  ---
2
  library_name: pytorch
3
- license: other
4
  tags:
5
  - bu_auto
6
  - real_time
@@ -16,18 +16,18 @@ pipeline_tag: object-detection
16
  YoloR is a machine learning model that predicts bounding boxes and classes of objects in an image.
17
 
18
  This is based on the implementation of Yolo-R found [here](https://github.com/WongKinYiu/yolor).
19
- This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/yolor) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
20
 
21
  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.
22
 
23
  ## Getting Started
24
  Due to licensing restrictions, we cannot distribute pre-exported model assets for this model.
25
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/yolor) Python library to compile and export the model with your own:
26
  - Custom weights (e.g., fine-tuned checkpoints)
27
  - Custom input shapes
28
  - Target device and runtime configurations
29
 
30
- See our repository for [Yolo-R on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/yolor) for usage instructions.
31
 
32
 
33
  ## Model Details
@@ -43,71 +43,71 @@ See our repository for [Yolo-R on GitHub](https://github.com/qualcomm/ai-hub-mod
43
  ## Performance Summary
44
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
45
  |---|---|---|---|---|---|---
46
- | Yolo-R | ONNX | float | Snapdragon® X2 Elite | 27.665 ms | 5 - 5 MB | NPU
47
- | Yolo-R | ONNX | float | Snapdragon® X Elite | 45.733 ms | 72 - 72 MB | NPU
48
- | Yolo-R | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 35.31 ms | 2 - 251 MB | NPU
49
- | Yolo-R | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 72.486 ms | 6 - 319 MB | NPU
50
- | Yolo-R | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 53.852 ms | 5 - 13 MB | NPU
51
- | Yolo-R | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 45.465 ms | 0 - 98 MB | NPU
52
- | Yolo-R | ONNX | float | Qualcomm® QCS8450 | 72.486 ms | 6 - 319 MB | NPU
53
- | Yolo-R | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 52.038 ms | 5 - 12 MB | NPU
54
- | Yolo-R | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 45.733 ms | 72 - 72 MB | NPU
55
- | Yolo-R | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 30.915 ms | 3 - 197 MB | NPU
56
- | Yolo-R | ONNX | float | Snapdragon® 8 Elite Mobile | 30.915 ms | 3 - 197 MB | NPU
57
- | Yolo-R | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 27.852 ms | 2 - 202 MB | NPU
58
- | Yolo-R | ONNX | w8a16 | Snapdragon® X2 Elite | 15.428 ms | 2 - 2 MB | NPU
59
- | Yolo-R | ONNX | w8a16 | Snapdragon® X Elite | 23.694 ms | 37 - 37 MB | NPU
60
- | Yolo-R | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 15.967 ms | 2 - 398 MB | NPU
61
- | Yolo-R | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 31.953 ms | 0 - 400 MB | NPU
62
- | Yolo-R | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 21.61 ms | 1 - 7 MB | NPU
63
- | Yolo-R | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 22.431 ms | 0 - 41 MB | NPU
64
- | Yolo-R | ONNX | w8a16 | Qualcomm® QCS8450 | 31.953 ms | 0 - 400 MB | NPU
65
- | Yolo-R | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 25.428 ms | 1 - 6 MB | NPU
66
- | Yolo-R | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 23.694 ms | 37 - 37 MB | NPU
67
- | Yolo-R | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 47.717 ms | 3 - 320 MB | NPU
68
- | Yolo-R | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 13.649 ms | 1 - 333 MB | NPU
69
- | Yolo-R | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 13.649 ms | 1 - 333 MB | NPU
70
- | Yolo-R | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 14.577 ms | 1 - 344 MB | NPU
71
- | Yolo-R | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 47.717 ms | 3 - 320 MB | NPU
72
- | Yolo-R | QNN_DLC | float | Snapdragon® X2 Elite | 18.14 ms | 5 - 5 MB | NPU
73
- | Yolo-R | QNN_DLC | float | Snapdragon® X Elite | 51.907 ms | 5 - 5 MB | NPU
74
- | Yolo-R | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 40.884 ms | 4 - 257 MB | NPU
75
- | Yolo-R | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 66.259 ms | 5 - 312 MB | NPU
76
- | Yolo-R | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 57.99 ms | 5 - 12 MB | NPU
77
- | Yolo-R | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 124.927 ms | 1 - 198 MB | NPU
78
- | Yolo-R | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 55.571 ms | 5 - 7 MB | NPU
79
- | Yolo-R | QNN_DLC | float | Qualcomm® SA8775P | 61.39 ms | 1 - 198 MB | NPU
80
- | Yolo-R | QNN_DLC | float | Qualcomm® SA8650P | 61.39 ms | 1 - 198 MB | NPU
81
- | Yolo-R | QNN_DLC | float | Qualcomm® SA8255P | 61.39 ms | 1 - 198 MB | NPU
82
- | Yolo-R | QNN_DLC | float | Qualcomm® QCS8450 | 66.259 ms | 5 - 312 MB | NPU
83
- | Yolo-R | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 61.466 ms | 5 - 11 MB | NPU
84
- | Yolo-R | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 51.907 ms | 5 - 5 MB | NPU
85
- | Yolo-R | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 22.545 ms | 0 - 194 MB | NPU
86
- | Yolo-R | QNN_DLC | float | Qualcomm® SA7255P | 124.927 ms | 1 - 198 MB | NPU
87
- | Yolo-R | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 22.545 ms | 0 - 194 MB | NPU
88
- | Yolo-R | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 19.121 ms | 5 - 209 MB | NPU
89
- | Yolo-R | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 7.058 ms | 2 - 2 MB | NPU
90
- | Yolo-R | QNN_DLC | w8a16 | Snapdragon® X Elite | 16.207 ms | 2 - 2 MB | NPU
91
- | Yolo-R | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 10.005 ms | 2 - 381 MB | NPU
92
- | Yolo-R | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 25.325 ms | 2 - 382 MB | NPU
93
- | Yolo-R | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 64.881 ms | 3 - 7 MB | NPU
94
- | Yolo-R | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 14.018 ms | 2 - 7 MB | NPU
95
- | Yolo-R | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 32.603 ms | 1 - 311 MB | NPU
96
- | Yolo-R | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 15.22 ms | 2 - 6 MB | NPU
97
- | Yolo-R | QNN_DLC | w8a16 | Qualcomm® SA8775P | 15.484 ms | 0 - 310 MB | NPU
98
- | Yolo-R | QNN_DLC | w8a16 | Qualcomm® SA8650P | 15.484 ms | 0 - 310 MB | NPU
99
- | Yolo-R | QNN_DLC | w8a16 | Qualcomm® SA8255P | 15.484 ms | 0 - 310 MB | NPU
100
- | Yolo-R | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 25.325 ms | 2 - 382 MB | NPU
101
- | Yolo-R | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 15.853 ms | 2 - 7 MB | NPU
102
- | Yolo-R | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 16.207 ms | 2 - 2 MB | NPU
103
- | Yolo-R | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 175.679 ms | 2 - 342 MB | NPU
104
- | Yolo-R | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 21.501 ms | 2 - 326 MB | NPU
105
- | Yolo-R | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 7.386 ms | 2 - 321 MB | NPU
106
- | Yolo-R | QNN_DLC | w8a16 | Qualcomm® SA7255P | 32.603 ms | 1 - 311 MB | NPU
107
- | Yolo-R | QNN_DLC | w8a16 | Qualcomm® SA8295P | 20.832 ms | 0 - 312 MB | NPU
108
- | Yolo-R | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 7.386 ms | 2 - 321 MB | NPU
109
- | Yolo-R | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 5.859 ms | 2 - 327 MB | NPU
110
- | Yolo-R | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 21.501 ms | 2 - 326 MB | NPU
111
 
112
  ## License
113
  * The license for the original implementation of Yolo-R can be found
 
1
  ---
2
  library_name: pytorch
3
+ license: gpl-3.0
4
  tags:
5
  - bu_auto
6
  - real_time
 
16
  YoloR is a machine learning model that predicts bounding boxes and classes of objects in an image.
17
 
18
  This is based on the implementation of Yolo-R found [here](https://github.com/WongKinYiu/yolor).
19
+ 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/v0.61.0/src/qai_hub_models/models/yolor) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
20
 
21
  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.
22
 
23
  ## Getting Started
24
  Due to licensing restrictions, we cannot distribute pre-exported model assets for this model.
25
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.61.0/src/qai_hub_models/models/yolor) Python library to compile and export the model with your own:
26
  - Custom weights (e.g., fine-tuned checkpoints)
27
  - Custom input shapes
28
  - Target device and runtime configurations
29
 
30
+ See our repository for [Yolo-R on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.61.0/src/qai_hub_models/models/yolor) for usage instructions.
31
 
32
 
33
  ## Model Details
 
43
  ## Performance Summary
44
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
45
  |---|---|---|---|---|---|---
46
+ | Yolo-R | ONNX | float | Snapdragon® X2 Elite | 27.641 ms | 5 - 5 MB | NPU
47
+ | Yolo-R | ONNX | float | Snapdragon® X Elite | 45.687 ms | 71 - 71 MB | NPU
48
+ | Yolo-R | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 35.369 ms | 0 - 250 MB | NPU
49
+ | Yolo-R | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 72.043 ms | 1 - 311 MB | NPU
50
+ | Yolo-R | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 53.883 ms | 5 - 13 MB | NPU
51
+ | Yolo-R | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 45.331 ms | 5 - 8 MB | NPU
52
+ | Yolo-R | ONNX | float | Qualcomm® QCS8450 | 72.043 ms | 1 - 311 MB | NPU
53
+ | Yolo-R | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 52.819 ms | 5 - 12 MB | NPU
54
+ | Yolo-R | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 45.687 ms | 71 - 71 MB | NPU
55
+ | Yolo-R | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 31.397 ms | 3 - 199 MB | NPU
56
+ | Yolo-R | ONNX | float | Snapdragon® 8 Elite Mobile | 31.397 ms | 3 - 199 MB | NPU
57
+ | Yolo-R | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 27.832 ms | 3 - 203 MB | NPU
58
+ | Yolo-R | ONNX | w8a16 | Snapdragon® X2 Elite | 15.295 ms | 2 - 2 MB | NPU
59
+ | Yolo-R | ONNX | w8a16 | Snapdragon® X Elite | 23.627 ms | 37 - 37 MB | NPU
60
+ | Yolo-R | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 16.002 ms | 0 - 397 MB | NPU
61
+ | Yolo-R | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 32.197 ms | 3 - 405 MB | NPU
62
+ | Yolo-R | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 21.457 ms | 1 - 7 MB | NPU
63
+ | Yolo-R | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 22.716 ms | 2 - 5 MB | NPU
64
+ | Yolo-R | ONNX | w8a16 | Qualcomm® QCS8450 | 32.197 ms | 3 - 405 MB | NPU
65
+ | Yolo-R | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 23.651 ms | 1 - 6 MB | NPU
66
+ | Yolo-R | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 23.627 ms | 37 - 37 MB | NPU
67
+ | Yolo-R | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 47.813 ms | 3 - 320 MB | NPU
68
+ | Yolo-R | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 13.536 ms | 1 - 334 MB | NPU
69
+ | Yolo-R | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 13.536 ms | 1 - 334 MB | NPU
70
+ | Yolo-R | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 14.638 ms | 1 - 343 MB | NPU
71
+ | Yolo-R | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 47.813 ms | 3 - 320 MB | NPU
72
+ | Yolo-R | QNN_DLC | float | Snapdragon® X2 Elite | 18.273 ms | 5 - 5 MB | NPU
73
+ | Yolo-R | QNN_DLC | float | Snapdragon® X Elite | 51.739 ms | 5 - 5 MB | NPU
74
+ | Yolo-R | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 41.087 ms | 5 - 259 MB | NPU
75
+ | Yolo-R | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 65.212 ms | 5 - 312 MB | NPU
76
+ | Yolo-R | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 58.465 ms | 5 - 12 MB | NPU
77
+ | Yolo-R | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 124.423 ms | 2 - 199 MB | NPU
78
+ | Yolo-R | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 55.737 ms | 5 - 6 MB | NPU
79
+ | Yolo-R | QNN_DLC | float | Qualcomm® SA8775P | 61.398 ms | 1 - 198 MB | NPU
80
+ | Yolo-R | QNN_DLC | float | Qualcomm® SA8650P | 61.398 ms | 1 - 198 MB | NPU
81
+ | Yolo-R | QNN_DLC | float | Qualcomm® SA8255P | 61.398 ms | 1 - 198 MB | NPU
82
+ | Yolo-R | QNN_DLC | float | Qualcomm® QCS8450 | 65.212 ms | 5 - 312 MB | NPU
83
+ | Yolo-R | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 61.393 ms | 5 - 11 MB | NPU
84
+ | Yolo-R | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 51.739 ms | 5 - 5 MB | NPU
85
+ | Yolo-R | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 22.644 ms | 0 - 195 MB | NPU
86
+ | Yolo-R | QNN_DLC | float | Qualcomm® SA7255P | 124.423 ms | 2 - 199 MB | NPU
87
+ | Yolo-R | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 22.644 ms | 0 - 195 MB | NPU
88
+ | Yolo-R | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 19.113 ms | 5 - 212 MB | NPU
89
+ | Yolo-R | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 7.088 ms | 2 - 2 MB | NPU
90
+ | Yolo-R | QNN_DLC | w8a16 | Snapdragon® X Elite | 16.257 ms | 2 - 2 MB | NPU
91
+ | Yolo-R | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 10.01 ms | 2 - 381 MB | NPU
92
+ | Yolo-R | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 25.631 ms | 2 - 382 MB | NPU
93
+ | Yolo-R | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 64.981 ms | 4 - 8 MB | NPU
94
+ | Yolo-R | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 13.964 ms | 2 - 7 MB | NPU
95
+ | Yolo-R | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 32.588 ms | 2 - 311 MB | NPU
96
+ | Yolo-R | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 15.257 ms | 2 - 5 MB | NPU
97
+ | Yolo-R | QNN_DLC | w8a16 | Qualcomm® SA8775P | 15.473 ms | 1 - 310 MB | NPU
98
+ | Yolo-R | QNN_DLC | w8a16 | Qualcomm® SA8650P | 15.473 ms | 1 - 310 MB | NPU
99
+ | Yolo-R | QNN_DLC | w8a16 | Qualcomm® SA8255P | 15.473 ms | 1 - 310 MB | NPU
100
+ | Yolo-R | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 25.631 ms | 2 - 382 MB | NPU
101
+ | Yolo-R | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 15.845 ms | 2 - 7 MB | NPU
102
+ | Yolo-R | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 16.257 ms | 2 - 2 MB | NPU
103
+ | Yolo-R | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 164.995 ms | 3 - 351 MB | NPU
104
+ | Yolo-R | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 21.571 ms | 2 - 326 MB | NPU
105
+ | Yolo-R | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 7.343 ms | 2 - 322 MB | NPU
106
+ | Yolo-R | QNN_DLC | w8a16 | Qualcomm® SA7255P | 32.588 ms | 2 - 311 MB | NPU
107
+ | Yolo-R | QNN_DLC | w8a16 | Qualcomm® SA8295P | 20.794 ms | 0 - 312 MB | NPU
108
+ | Yolo-R | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 7.343 ms | 2 - 322 MB | NPU
109
+ | Yolo-R | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 5.864 ms | 2 - 327 MB | NPU
110
+ | Yolo-R | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 21.571 ms | 2 - 326 MB | NPU
111
 
112
  ## License
113
  * The license for the original implementation of Yolo-R can be found