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ULTIMA-YOLOv9

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@@ -4,16 +4,26 @@ license_name: umamusume-derivativework-guidelines
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  license_link: https://umamusume.jp/derivativework_guidelines/
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  ---
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- This is the model repository for ULTIMA-YOLOv9, containing the following checkpoints:
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- - YOLO9-E
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-
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  # About **ULTIMA-YOLO** models
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  This is a part of [ULTIMA](https://huggingface.co/datasets/UmaDiffusion/ULTIMA) project.
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- ULTIMA-YOLOv9 model is a facial detection model for Uma Musumes in illustrations and based on [yolov9-e](https://arxiv.org/abs/2402.13616) and [ULTIMA-YOLO dataset](https://huggingface.co/datasets/UmaDiffusion/ULTIMA-YOLO)
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- [ULTIMA Dataset](https://huggingface.co/datasets/UmaDiffusion/ULTIMA) is **U**ma Musume **L**abeled **T**ext-**I**mage **M**ultimodal **A**lignment Dataset.
 
 
 
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  ### How to Use
@@ -67,7 +77,145 @@ def predict(image_path, weights='ultima_yolov9-e.pt', imgsz=640, conf_thres=0.1,
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  # Apply NMS
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  pred = non_max_suppression(pred[0][0], conf_thres, iou_thres, classes=None, max_det=1000)
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  ```
 
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  license_link: https://umamusume.jp/derivativework_guidelines/
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  ---
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  # About **ULTIMA-YOLO** models
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+ <div style="display: flex;">
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+ <img src="./3rd.jpg" style="width: 1200px; height: auto; margin-right: 10px;">
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+ </div>
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+
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+ <div style="display: flex;">
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+ <img src="./0th.png" style="width: 400px; height: auto; margin-right: 10px;">
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+ <img src="./1st.jpg" style="width: 400px; height: auto; margin-right: 10px;">
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+ <img src="./2nd.png" style="width: 400px; height: auto; margin-right: 10px;">
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+ </div>
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+
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  This is a part of [ULTIMA](https://huggingface.co/datasets/UmaDiffusion/ULTIMA) project.
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+ ULTIMA is **U**ma Musume **L**abeled **T**ext-**I**mage **M**ultimodal **A**lignment.
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+ ULTIMA-YOLOv9 model is a facial detection model for Uma Musumes in illustrations and based on [yolov9](https://arxiv.org/abs/2402.13616)-e and [ULTIMA-YOLO dataset](https://huggingface.co/datasets/UmaDiffusion/ULTIMA-YOLO)
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+
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+ This is the model repository for ULTIMA-YOLOv9, containing the following checkpoints:
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+ - YOLO9-E
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  ### How to Use
 
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  # Apply NMS
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  pred = non_max_suppression(pred[0][0], conf_thres, iou_thres, classes=None, max_det=1000)
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  ```
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+ or use `detect_dual.py` in yolov9 repo.
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+ ```bash
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+ python ./detect_dual.py --source [image_path] --device 0 --img 1280 --weights './ultima_yolov9.pt' --name ultima_yolov9_1280_detect
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+ ```
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+ # Statistics
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+
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+ - Train: 3,991 images
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+ - Val: 399 images
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+
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+ | Character Name | # in Train | # in Val | Precision | Recall | mAP50 | mAP50-95 |
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+ |:------------------:|:---:|:---:|:---:|:---:|:---:|:---:|
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+ | Agnes Tachyon | 187 | 35 | 0.957 | 0.886 | 0.961 | 0.765 |
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+ | Air Groove | 87 | 12 | 1 | 0.835 | 0.933 | 0.713 |
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+ | Air Shakur | 75 | 12 | 0.986 | 1 | 0.995 | 0.909 |
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+ | Akikawa Yayoi | 25 | 3 | 1 | 0.693 | 0.995 | 0.648 |
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+ | Admire Vega | 74 | 16 | 1 | 0.754 | 0.894 | 0.707 |
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+ | Agnes Digital | 50 | 6 | 0.992 | 0.833 | 0.972 | 0.803 |
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+ | Anshinzawa Sasami | 25 | 1 | 0.956 | 1 | 0.995 | 0.796 |
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+ | Aston Machan | 55 | 3 | 1 | 0.726 | 0.995 | 0.912 |
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+ | Bamboo Memory | 41 | 3 | 0.97 | 1 | 0.995 | 0.895 |
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+ | Biko Pegasus | 34 | 3 | 0.972 | 1 | 0.995 | 0.84 |
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+ | Byerley Turk | 43 | 2 | 0.951 | 1 | 0.995 | 0.855 |
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+ | Bitter Glace | 24 | 0 | 0.888 | 0.875 | 0.944 | 0.776 |
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+ | Biwa Hayahide | 52 | 8 | 0.821 | 1 | 0.995 | 0.846 |
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+ | Copano Rickey | 51 | 5 | 0.969 | 0.667 | 0.864 | 0.69 |
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+ | Curren Chan | 54 | 9 | 0.996 | 1 | 0.995 | 0.801 |
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+ | Cheval Grand | 43 | 13 | 0.998 | 1 | 0.995 | 0.783 |
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+ | Twin Turbo | 120 | 13 | 0.982 | 1 | 0.995 | 0.842 |
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+ | Daiichi Ruby | 57 | 5 | 0.963 | 1 | 0.995 | 0.949 |
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+ | Darley Arabian | 48 | 2 | 1 | 0.837 | 0.995 | 0.819 |
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+ | Daring Tact | 62 | 5 | 0.997 | 1 | 0.995 | 0.841 |
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+ | Daitaku Helios | 100 | 11 | 1 | 0.903 | 0.961 | 0.787 |
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+ | Daiwa Scarlet | 114 | 19 | 0.987 | 1 | 0.995 | 0.707 |
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+ | El Condor Pasa | 65 | 6 | 0.951 | 1 | 0.995 | 0.808 |
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+ | Eishin Flash | 39 | 5 | 0.853 | 1 | 0.995 | 0.927 |
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+ | Fuji Kiseki | 48 | 6 | 1 | 0.875 | 0.995 | 0.88 |
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+ | Fine Motion | 55 | 7 | 0.989 | 0.875 | 0.906 | 0.71 |
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+ | Gold City | 49 | 8 | 0.942 | 0.938 | 0.991 | 0.81 |
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+ | Gold Ship | 146 | 16 | 0.858 | 1 | 0.995 | 0.895 |
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+ | Godolphin Barb | 44 | 2 | 0.84 | 0.833 | 0.851 | 0.659 |
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+ | Grass Wonder | 74 | 6 | 1 | 0.797 | 0.995 | 0.792 |
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+ | Hishi Akebono | 39 | 4 | 0.989 | 1 | 0.995 | 0.766 |
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+ | Hishi Amazon | 46 | 6 | 0.993 | 1 | 0.995 | 0.835 |
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+ | Hayakawa Tazuna | 34 | 5 | 1 | 0.659 | 0.922 | 0.638 |
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+ | Hishi Miracle | 52 | 6 | 0.971 | 0.75 | 0.945 | 0.769 |
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+ | Happy Meek | 51 | 4 | 1 | 0.787 | 0.938 | 0.808 |
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+ | Hokko Tarumae | 50 | 9 | 1 | 0.678 | 0.995 | 0.76 |
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+ | Haru Urara | 69 | 9 | 0.986 | 0.917 | 0.989 | 0.747 |
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+ | Ikuno Dictus | 96 | 12 | 0.873 | 1 | 0.995 | 0.858 |
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+ | Ines Fujin | 41 | 7 | 0.947 | 1 | 0.995 | 0.898 |
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+ | Inari One | 46 | 2 | 0.856 | 1 | 0.995 | 0.656 |
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+ | Jungle Pocket | 53 | 6 | 1 | 0.85 | 0.995 | 0.747 |
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+ | King Halo | 77 | 6 | 0.975 | 1 | 0.995 | 0.773 |
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+ | Kashimoto Riko | 34 | 3 | 1 | 0.778 | 0.995 | 0.823 |
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+ | Kiryuin Aoi | 44 | 4 | 0.997 | 0.895 | 0.929 | 0.712 |
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+ | Kitasan Black | 116 | 19 | 0.974 | 1 | 0.995 | 0.909 |
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+ | K.S.Miracle | 48 | 3 | 0.982 | 1 | 0.995 | 0.852 |
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+ | Katsuragi Ace | 43 | 4 | 0.989 | 1 | 0.995 | 0.881 |
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+ | Kawakami Princess | 50 | 7 | 0.975 | 1 | 0.995 | 0.841 |
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+ | Little Cocon | 51 | 3 | 1 | 0.567 | 0.995 | 0.796 |
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+ | Light Hello | 25 | 2 | 0.993 | 1 | 0.995 | 0.788 |
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+ | Mr. C.B. | 91 | 13 | 1 | 0.659 | 0.995 | 0.703 |
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+ | Meisho Doto | 59 | 7 | 0.988 | 1 | 0.995 | 0.782 |
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+ | Mihono Bourbon | 84 | 13 | 1 | 0.955 | 0.994 | 0.779 |
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+ | Manhattan Cafe | 144 | 32 | 0.876 | 0.884 | 0.967 | 0.797 |
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+ | Mejiro Ardan | 58 | 8 | 0.985 | 0.833 | 0.869 | 0.723 |
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+ | Mejiro Bright | 55 | 6 | 0.987 | 1 | 0.995 | 0.813 |
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+ | Mejiro Dober | 56 | 5 | 0.981 | 0.933 | 0.972 | 0.785 |
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+ | Mejiro McQueen | 272 | 30 | 0.98 | 1 | 0.995 | 0.873 |
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+ | Mejiro Ryan | 43 | 7 | 0.998 | 1 | 0.995 | 0.849 |
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+ | Matikanefukukitaru | 52 | 7 | 1 | 0.952 | 0.995 | 0.719 |
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+ | Matikanetannhauser | 87 | 13 | 0.996 | 1 | 0.995 | 0.81 |
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+ | Mejiro Palmer | 95 | 11 | 0.893 | 1 | 0.929 | 0.822 |
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+ | Mejiro Ramonu | 52 | 9 | 0.993 | 1 | 0.995 | 0.748 |
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+ | Maruzensky | 43 | 7 | 0.984 | 1 | 0.995 | 0.684 |
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+ | Marvelous Sunday | 40 | 6 | 1 | 0.702 | 0.995 | 0.668 |
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+ | Nakayama Festa | 47 | 7 | 0.992 | 1 | 0.995 | 0.829 |
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+ | Nice Nature | 96 | 8 | 0.993 | 1 | 0.995 | 0.723 |
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+ | Narita Brian | 86 | 13 | 0.827 | 1 | 0.962 | 0.778 |
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+ | Narita Taishin | 55 | 5 | 0.899 | 0.857 | 0.978 | 0.938 |
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+ | Nishino Flower | 48 | 7 | 0.97 | 1 | 0.995 | 0.72 |
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+ | Narita Top Road | 50 | 9 | 0.988 | 1 | 0.995 | 0.834 |
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+ | Oguri Cap | 94 | 10 | 0.997 | 0.92 | 0.945 | 0.744 |
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+ | Rice Shower | 165 | 25 | 0.992 | 1 | 0.995 | 0.89 |
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+ | Sakura Bakushin O | 55 | 7 | 1 | 0.949 | 0.995 | 0.795 |
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+ | Symboli Rudolf | 157 | 17 | 0.987 | 0.889 | 0.975 | 0.748 |
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+ | Sakura Chiyono O | 48 | 9 | 0.946 | 0.8 | 0.941 | 0.835 |
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+ | Seiun Sky | 72 | 10 | 0.98 | 1 | 0.995 | 0.842 |
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+ | Sakura Laurel | 44 | 6 | 0.944 | 1 | 0.995 | 0.895 |
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+ | Shinko Windy | 46 | 1 | 0.96 | 1 | 0.995 | 0.949 |
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+ | Seeking the Pearl | 34 | 2 | 0.985 | 1 | 0.995 | 0.844 |
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+ | Symboli Kris S | 68 | 6 | 0.87 | 0.958 | 0.943 | 0.728 |
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+ | Smart Falcon | 53 | 7 | 0.976 | 1 | 0.995 | 0.876 |
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+ | Super Creek | 48 | 4 | 1 | 0.959 | 0.995 | 0.736 |
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+ | Special Week | 147 | 14 | 1 | 0.975 | 0.995 | 0.777 |
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+ | Silence Suzuka | 129 | 18 | 0.993 | 1 | 0.995 | 0.84 |
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+ | Sirius Symboli | 60 | 9 | 0.962 | 1 | 0.995 | 0.849 |
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+ | Satono Crown | 47 | 2 | 0.993 | 0.75 | 0.925 | 0.746 |
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+ | Satono Diamond | 79 | 12 | 0.98 | 0.75 | 0.775 | 0.649 |
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+ | Sweep Tosho | 42 | 4 | 0.951 | 1 | 0.995 | 0.895 |
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+ | Tap Dance City | 49 | 4 | 0.995 | 1 | 0.995 | 0.832 |
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+ | Taiki Shuttle | 50 | 7 | 0.883 | 1 | 0.939 | 0.756 |
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+ | Tokai Teio | 239 | 23 | 0.994 | 1 | 0.995 | 0.56 |
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+ | Tamamo Cross | 59 | 6 | 1 | 0.86 | 0.99 | 0.748 |
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+ | T.M. Opera O | 85 | 13 | 0.986 | 1 | 0.995 | 0.838 |
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+ | Tanino Gimlet | 52 | 6 | 0.986 | 1 | 0.995 | 0.771 |
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+ | Mayano Top Gun | 70 | 5 | 1 | 0.824 | 0.995 | 0.787 |
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+ | Tosen Jordan | 68 | 9 | 0.959 | 1 | 0.995 | 0.801 |
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+ | Tsurumaru Tsuyoshi | 38 | 2 | 0.984 | 1 | 0.995 | 0.736 |
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+ | Neo Universe | 47 | 5 | 1 | 0.806 | 0.945 | 0.753 |
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+ | Vodka | 110 | 15 | 0.954 | 1 | 0.995 | 0.895 |
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+ | Wonder Acute | 53 | 1 | 0.976 | 0.8 | 0.962 | 0.877 |
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+ | Winning Ticket | 47 | 5 | 0.997 | 1 | 0.995 | 0.889 |
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+ | Yukino Bijin | 44 | 7 | 1 | 0.965 | 0.995 | 0.904 |
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+ | Yaeno Muteki | 39 | 5 | 0.975 | 1 | 0.995 | 0.932 |
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+ | Yamanin Zephyr | 42 | 3 | 0.976 | 0.714 | 0.96 | 0.747 |
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+ | Zenno Rob Roy | 51 | 7 | 0.958 | 1 | 0.995 | 0.895 |
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+ | Furioso | 15 | 0 | 0.938 | 1 | 0.995 | 0.995 |
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+ | Transcend | 40 | 2 | 0.964 | 1 | 0.995 | 0.796 |
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+ | Espoir City | 30 | 1 | 0.939 | 1 | 0.995 | 0.895 |
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+ | North Flight | 40 | 2 | 0.946 | 1 | 0.995 | 0.597 |
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+ | Dantsu Flame | 30 | 1 | 0.878 | 1 | 0.995 | 0.895 |
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+ | No Reason | 26 | 0 | 0.961 | 0.667 | 0.699 | 0.53 |
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+ | Still in Love | 28 | 1 | 0.961 | 1 | 0.995 | 0.895 |
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+ | Samson Big | 25 | 1 | 0.891 | 1 | 0.995 | 0.697 |
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+ | Sounds of Earth | 53 | 3 | 0.972 | 1 | 0.995 | 0.857 |
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+ | Royce and Royce | 30 | 2 | 0.942 | 1 | 0.995 | 0.398 |
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+ | Duramente | 43 | 1 | 0.939 | 1 | 0.995 | 0.895 |
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+ | Rhein Kraft | 31 | 3 | 0.975 | 1 | 0.995 | 0.799 |
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+ | Cesario | 37 | 1 | 0.947 | 1 | 0.995 | 0.796 |
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+ | Air Messiah | 23 | 1 | 0.964 | 1 | 0.995 | 0.927 |
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+ | Daring Heart | 28 | 0 | 0.961 | 1 | 0.995 | 0.858 |
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+ | Orfevre | 25 | 3 | 0.947 | 1 | 0.995 | 0.995 |
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+ | Gentildonna | 40 | 1 | 0.944 | 1 | 0.995 | 0.597 |
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+ | Win Variation | 21 | 2 | 0.94 | 1 | 0.995 | 0.895 |
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+ | Venus Paques | 37 | 2 | 0.935 | 1 | 0.995 | 0.796 |
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+ | Rigantona | 28 | 1 | 0.995 | 1 | 0.995 | 0.91 |
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+ | Sonon Elfie | 29 | 1 | 0.994 | 1 | 0.995 | 0.815 |
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