Uploaded Files
Browse files- README.md +3 -3
- model/ExampleUsage.py +96 -0
- model/HowToUse.txt +2 -0
- model/YOLOv5_MapDetectionModel.pt +3 -0
- other/F1_curve.png +0 -0
- other/PR_curve.png +0 -0
- other/P_curve.png +0 -0
- other/YOLO_YAML.yaml +8 -0
- other/best.pt +3 -0
- other/hyp.yaml +28 -0
- other/labels.jpg +0 -0
- other/labels_correlogram.jpg +0 -0
- other/last.pt +3 -0
- other/opt.yaml +72 -0
- other/results.csv +301 -0
- other/results.png +0 -0
- other/train_batch0.jpg +0 -0
- other/train_batch1.jpg +0 -0
- other/train_batch2.jpg +0 -0
- other/val_batch1_pred.jpg +0 -0
- other/val_batch2_labels.jpg +0 -0
- other/val_batch2_pred.jpg +0 -0
- other/yolo_files.zip +3 -0
README.md
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This YOLOv5 model was created and trained by Glas42 (2024-02-02)
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This model can be used to detect the position of the minimap and the blue arrow on the minimap in Euro Truck Simulator 2 or American Truck Simulator.
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model/ExampleUsage.py
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try:
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import subprocess
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except:
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print('"subprocess" module is not available, exiting...')
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exit()
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try:
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import sys
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except:
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print('"sys" module is not available, exiting...')
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exit()
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try:
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import time
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except:
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print('"time" module is not available, exiting...')
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exit()
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try:
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import os
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except:
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print('"os" module is not available, exiting...')
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exit()
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try:
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import numpy as np
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except:
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subprocess.check_call([sys.executable, "-m", "pip", "install", "numpy"])
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import numpy as np
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try:
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import pyautogui
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except:
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subprocess.check_call([sys.executable, "-m", "pip", "install", "pyautogui"])
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import pyautogui
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try:
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import dxcam
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except:
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subprocess.check_call([sys.executable, "-m", "pip", "install", "dxcam"])
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import dxcam
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try:
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import torch
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except:
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subprocess.check_call([sys.executable, "-m", "pip", "install", "torch"])
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import torch
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try:
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import cv2
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except:
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subprocess.check_call([sys.executable, "-m", "pip", "install", "opencv-python"])
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import cv2
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try:
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import pathlib
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except:
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subprocess.check_call([sys.executable, "-m", "pip", "install", "pathlib"])
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import pathlib
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temp = pathlib.PosixPath
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pathlib.PosixPath = pathlib.WindowsPath
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current_file_path = os.path.dirname(os.path.abspath(__file__))
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model_path = os.path.join(current_file_path, 'best.pt')
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model = torch.hub.load('ultralytics/yolov5', 'custom', path=model_path, force_reload=True)
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screen_width, screen_height = pyautogui.size()
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camera = dxcam.create(device_idx=0,output_color="RGB")
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cv2.namedWindow('YOLOv5 Detection', cv2.WINDOW_NORMAL)
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cv2.resizeWindow('YOLOv5 Detection', 960, 540)
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cv2.setWindowProperty('YOLOv5 Detection', cv2.WND_PROP_TOPMOST, 1)
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while True:
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start_time = time.time()
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frame = camera.grab(region=(0, 0, screen_width, screen_height))
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if frame is None: continue
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rgb_frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)
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results = model(rgb_frame)
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boxes = results.pandas().xyxy[0]
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for _, box in boxes.iterrows():
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label = box['name']
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score = box['confidence']
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x, y, w, h = int(box['xmin']), int(box['ymin']), int(box['xmax'] - box['xmin']), int(box['ymax'] - box['ymin'])
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if label in ['map']:
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cv2.rectangle(rgb_frame, (x, y), (x + w, y + h), (0, 255, 255), 3)
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cv2.putText(rgb_frame, f"{score:.2f}", (x, y - 10), cv2.FONT_HERSHEY_SIMPLEX, 1.5, (0, 255, 255), 2, cv2.LINE_AA)
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if label in ['arrow']:
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cv2.rectangle(rgb_frame, (x, y), (x + w, y + h), (255, 0, 0), 3)
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cv2.putText(rgb_frame, f"{score:.2f}", (x, y - 10), cv2.FONT_HERSHEY_SIMPLEX, 1.5, (255, 0, 0), 2, cv2.LINE_AA)
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fps = round(1 / (time.time() - start_time), 1)
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cv2.putText(rgb_frame, f"fps: {fps}", (20, 60), cv2.FONT_HERSHEY_SIMPLEX, 0.8, (255, 255, 255), 2, cv2.LINE_AA)
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cv2.imshow('YOLOv5 Detection', rgb_frame)
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cv2.resizeWindow('YOLOv5 Detection', 854, 480)
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if cv2.waitKey(1) & 0xFF == ord('q'):
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break
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cv2.destroyAllWindows()
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model/HowToUse.txt
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The model contains 2 classes: "map" and "arrow"
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You can run the ExampleUsage.py to test the model.
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model/YOLOv5_MapDetectionModel.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:d516ade0ff4092adf3a77e215ceb70e85412cb757b58d37abb033de21d23d50e
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size 173038956
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other/F1_curve.png
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other/PR_curve.png
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other/P_curve.png
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other/YOLO_YAML.yaml
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train: ../train_data/images/train/
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val: ../train_data/images/val/
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nc: 2
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names:
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0: map
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1: arrow
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other/best.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:d516ade0ff4092adf3a77e215ceb70e85412cb757b58d37abb033de21d23d50e
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size 173038956
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other/hyp.yaml
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lr0: 0.01
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lrf: 0.01
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momentum: 0.937
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| 4 |
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weight_decay: 0.0005
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| 5 |
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warmup_epochs: 3.0
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| 6 |
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warmup_momentum: 0.8
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| 7 |
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warmup_bias_lr: 0.1
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| 8 |
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box: 0.05
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| 9 |
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cls: 0.5
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cls_pw: 1.0
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| 11 |
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obj: 1.0
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| 12 |
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obj_pw: 1.0
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| 13 |
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iou_t: 0.2
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| 14 |
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anchor_t: 4.0
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| 15 |
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fl_gamma: 0.0
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| 16 |
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hsv_h: 0.015
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hsv_s: 0.7
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hsv_v: 0.4
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degrees: 0.0
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translate: 0.1
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| 21 |
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scale: 0.5
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shear: 0.0
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| 23 |
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perspective: 0.0
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| 24 |
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flipud: 0.0
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| 25 |
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fliplr: 0.5
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| 26 |
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mosaic: 1.0
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| 27 |
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mixup: 0.0
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| 28 |
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copy_paste: 0.0
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other/labels.jpg
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other/labels_correlogram.jpg
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other/last.pt
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:8ec733d54eff3e77fa9be4807b5ffc5618a26335473891a2330ca04dc06f5094
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size 173038956
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other/opt.yaml
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weights: yolov5x.pt
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| 2 |
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cfg: ''
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| 3 |
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data: /content/yolov5/data/YOLO_YAML.yaml
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| 4 |
+
hyp:
|
| 5 |
+
lr0: 0.01
|
| 6 |
+
lrf: 0.01
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| 7 |
+
momentum: 0.937
|
| 8 |
+
weight_decay: 0.0005
|
| 9 |
+
warmup_epochs: 3.0
|
| 10 |
+
warmup_momentum: 0.8
|
| 11 |
+
warmup_bias_lr: 0.1
|
| 12 |
+
box: 0.05
|
| 13 |
+
cls: 0.5
|
| 14 |
+
cls_pw: 1.0
|
| 15 |
+
obj: 1.0
|
| 16 |
+
obj_pw: 1.0
|
| 17 |
+
iou_t: 0.2
|
| 18 |
+
anchor_t: 4.0
|
| 19 |
+
fl_gamma: 0.0
|
| 20 |
+
hsv_h: 0.015
|
| 21 |
+
hsv_s: 0.7
|
| 22 |
+
hsv_v: 0.4
|
| 23 |
+
degrees: 0.0
|
| 24 |
+
translate: 0.1
|
| 25 |
+
scale: 0.5
|
| 26 |
+
shear: 0.0
|
| 27 |
+
perspective: 0.0
|
| 28 |
+
flipud: 0.0
|
| 29 |
+
fliplr: 0.5
|
| 30 |
+
mosaic: 1.0
|
| 31 |
+
mixup: 0.0
|
| 32 |
+
copy_paste: 0.0
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| 33 |
+
epochs: 300
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| 34 |
+
batch_size: 16
|
| 35 |
+
imgsz: 640
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| 36 |
+
rect: false
|
| 37 |
+
resume: false
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| 38 |
+
nosave: false
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| 39 |
+
noval: false
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| 40 |
+
noautoanchor: false
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| 41 |
+
noplots: false
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| 42 |
+
evolve: null
|
| 43 |
+
evolve_population: data/hyps
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| 44 |
+
resume_evolve: null
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| 45 |
+
bucket: ''
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| 46 |
+
cache: ram
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| 47 |
+
image_weights: false
|
| 48 |
+
device: ''
|
| 49 |
+
multi_scale: false
|
| 50 |
+
single_cls: false
|
| 51 |
+
optimizer: SGD
|
| 52 |
+
sync_bn: false
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| 53 |
+
workers: 8
|
| 54 |
+
project: runs/train
|
| 55 |
+
name: exp
|
| 56 |
+
exist_ok: false
|
| 57 |
+
quad: false
|
| 58 |
+
cos_lr: false
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| 59 |
+
label_smoothing: 0.0
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| 60 |
+
patience: 100
|
| 61 |
+
freeze:
|
| 62 |
+
- 0
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| 63 |
+
save_period: -1
|
| 64 |
+
seed: 0
|
| 65 |
+
local_rank: -1
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| 66 |
+
entity: null
|
| 67 |
+
upload_dataset: false
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| 68 |
+
bbox_interval: -1
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| 69 |
+
artifact_alias: latest
|
| 70 |
+
ndjson_console: false
|
| 71 |
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ndjson_file: false
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| 72 |
+
save_dir: runs/train/exp
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other/results.csv
ADDED
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|
| 1 |
+
epoch, train/box_loss, train/obj_loss, train/cls_loss, metrics/precision, metrics/recall, metrics/mAP_0.5,metrics/mAP_0.5:0.95, val/box_loss, val/obj_loss, val/cls_loss, x/lr0, x/lr1, x/lr2
|
| 2 |
+
0, 0.10881, 0.029967, 0.025558, 0.0028075, 0.48387, 0.02106, 0.0084079, 0.091747, 0.024892, 0.020721, 0.0919, 0.0009, 0.0009
|
| 3 |
+
1, 0.088238, 0.031365, 0.018664, 0.017803, 0.4871, 0.26527, 0.08619, 0.084189, 0.023593, 0.014896, 0.082894, 0.0018937, 0.0018937
|
| 4 |
+
2, 0.085735, 0.029499, 0.013969, 0.6055, 0.14062, 0.11514, 0.024706, 0.090057, 0.019456, 0.011732, 0.073881, 0.0028809, 0.0028809
|
| 5 |
+
3, 0.083486, 0.02594, 0.010261, 0.70338, 0.28065, 0.21634, 0.05721, 0.08745, 0.016635, 0.0094308, 0.064861, 0.0038614, 0.0038614
|
| 6 |
+
4, 0.085117, 0.022376, 0.0090667, 0.73267, 0.40709, 0.25128, 0.085485, 0.087582, 0.014158, 0.0080086, 0.055835, 0.0048353, 0.0048353
|
| 7 |
+
5, 0.076394, 0.022272, 0.0089515, 0.64049, 0.37419, 0.14393, 0.031483, 0.095493, 0.011267, 0.0080688, 0.046803, 0.0058027, 0.0058027
|
| 8 |
+
6, 0.078919, 0.019552, 0.0080947, 0.94166, 0.43871, 0.51992, 0.14063, 0.091645, 0.01061, 0.0072997, 0.037763, 0.0067634, 0.0067634
|
| 9 |
+
7, 0.074438, 0.019564, 0.0082371, 0.91134, 0.46396, 0.4481, 0.11928, 0.082796, 0.010593, 0.0073741, 0.028718, 0.0077175, 0.0077175
|
| 10 |
+
8, 0.079697, 0.017161, 0.0076069, 0.52837, 0.72272, 0.71829, 0.24752, 0.083475, 0.0096266, 0.0078056, 0.019665, 0.008665, 0.008665
|
| 11 |
+
9, 0.081632, 0.017174, 0.0077755, 0.52685, 0.56173, 0.4705, 0.11815, 0.082844, 0.0097996, 0.0076225, 0.010606, 0.009606, 0.009606
|
| 12 |
+
10, 0.079621, 0.016455, 0.008091, 0.29727, 0.52556, 0.29908, 0.13857, 0.089345, 0.0093477, 0.0080556, 0.00967, 0.00967, 0.00967
|
| 13 |
+
11, 0.071563, 0.016422, 0.0073752, 0.20362, 0.44516, 0.27487, 0.099722, 0.076466, 0.0091173, 0.0080943, 0.00967, 0.00967, 0.00967
|
| 14 |
+
12, 0.066258, 0.014561, 0.0066067, 0.42919, 0.55308, 0.4667, 0.17752, 0.075065, 0.0083225, 0.0074419, 0.009637, 0.009637, 0.009637
|
| 15 |
+
13, 0.064823, 0.014763, 0.0061842, 0.82799, 0.75175, 0.72378, 0.2643, 0.075989, 0.0078575, 0.0063659, 0.009604, 0.009604, 0.009604
|
| 16 |
+
14, 0.06217, 0.013277, 0.0060365, 0.62412, 0.79371, 0.51517, 0.21692, 0.064032, 0.0081509, 0.0072919, 0.009571, 0.009571, 0.009571
|
| 17 |
+
15, 0.056047, 0.012292, 0.0061464, 0.69088, 0.80097, 0.71245, 0.26502, 0.068337, 0.0067986, 0.006225, 0.009538, 0.009538, 0.009538
|
| 18 |
+
16, 0.0569, 0.011788, 0.0056506, 0.51175, 0.51748, 0.58516, 0.21043, 0.06566, 0.0069546, 0.0068921, 0.009505, 0.009505, 0.009505
|
| 19 |
+
17, 0.054695, 0.011166, 0.0056849, 0.75411, 0.8951, 0.82889, 0.40765, 0.054793, 0.006539, 0.0078639, 0.009472, 0.009472, 0.009472
|
| 20 |
+
18, 0.054116, 0.011268, 0.0056562, 0.93895, 0.85664, 0.92995, 0.48159, 0.051342, 0.0066343, 0.0062474, 0.009439, 0.009439, 0.009439
|
| 21 |
+
19, 0.049771, 0.010819, 0.0053345, 0.57847, 0.73427, 0.61605, 0.27429, 0.062996, 0.0069628, 0.0057082, 0.009406, 0.009406, 0.009406
|
| 22 |
+
20, 0.050973, 0.010154, 0.0055708, 0.82442, 0.8007, 0.8567, 0.35313, 0.057285, 0.0066755, 0.0058725, 0.009373, 0.009373, 0.009373
|
| 23 |
+
21, 0.049423, 0.0096976, 0.005468, 0.97552, 0.87413, 0.93689, 0.5361, 0.047531, 0.0063047, 0.0061149, 0.00934, 0.00934, 0.00934
|
| 24 |
+
22, 0.046368, 0.010441, 0.005292, 0.96999, 0.91712, 0.96461, 0.4814, 0.049364, 0.0062872, 0.0060767, 0.009307, 0.009307, 0.009307
|
| 25 |
+
23, 0.045412, 0.0098551, 0.0050373, 0.7677, 0.91259, 0.92793, 0.46391, 0.051892, 0.0060322, 0.0056074, 0.009274, 0.009274, 0.009274
|
| 26 |
+
24, 0.046654, 0.0093711, 0.0048933, 0.66605, 0.84266, 0.81081, 0.46967, 0.048678, 0.0061735, 0.0055004, 0.009241, 0.009241, 0.009241
|
| 27 |
+
25, 0.04611, 0.0082727, 0.0052231, 0.78333, 0.8951, 0.93089, 0.55068, 0.04339, 0.0055563, 0.0056139, 0.009208, 0.009208, 0.009208
|
| 28 |
+
26, 0.042423, 0.0085856, 0.0047693, 0.77988, 0.94689, 0.92265, 0.69392, 0.042126, 0.005401, 0.0055681, 0.009175, 0.009175, 0.009175
|
| 29 |
+
27, 0.042581, 0.0083878, 0.0050013, 0.43892, 0.79371, 0.62164, 0.28755, 0.061079, 0.006282, 0.005443, 0.009142, 0.009142, 0.009142
|
| 30 |
+
28, 0.044564, 0.0088037, 0.0047522, 0.98273, 0.8986, 0.96086, 0.56512, 0.04072, 0.0053404, 0.0056341, 0.009109, 0.009109, 0.009109
|
| 31 |
+
29, 0.042588, 0.0075419, 0.0050051, 0.76832, 0.86364, 0.90286, 0.41188, 0.043829, 0.005411, 0.0053627, 0.009076, 0.009076, 0.009076
|
| 32 |
+
30, 0.043091, 0.0085627, 0.0049721, 0.64502, 0.87784, 0.91758, 0.46834, 0.04942, 0.0055405, 0.0054914, 0.009043, 0.009043, 0.009043
|
| 33 |
+
31, 0.04415, 0.0077877, 0.0046041, 0.96937, 0.93175, 0.96156, 0.55883, 0.049001, 0.0053883, 0.0053125, 0.00901, 0.00901, 0.00901
|
| 34 |
+
32, 0.040302, 0.0083369, 0.0047003, 0.99104, 0.93637, 0.97119, 0.64858, 0.037483, 0.0051792, 0.0054192, 0.008977, 0.008977, 0.008977
|
| 35 |
+
33, 0.03856, 0.0075519, 0.0047275, 0.90303, 0.94545, 0.96094, 0.55588, 0.03765, 0.0052658, 0.0054796, 0.008944, 0.008944, 0.008944
|
| 36 |
+
34, 0.039887, 0.0079571, 0.0048401, 0.95859, 0.98252, 0.98643, 0.6153, 0.036361, 0.0054911, 0.0054834, 0.008911, 0.008911, 0.008911
|
| 37 |
+
35, 0.0401, 0.0078849, 0.0045916, 0.99365, 0.9021, 0.97069, 0.68376, 0.038285, 0.0051897, 0.0052653, 0.008878, 0.008878, 0.008878
|
| 38 |
+
36, 0.04064, 0.0082025, 0.0045618, 0.93354, 0.90559, 0.96362, 0.62959, 0.040529, 0.0054932, 0.0053316, 0.008845, 0.008845, 0.008845
|
| 39 |
+
37, 0.036924, 0.0077592, 0.0043956, 0.79898, 0.85015, 0.88777, 0.52089, 0.039489, 0.0051672, 0.0052859, 0.008812, 0.008812, 0.008812
|
| 40 |
+
38, 0.037651, 0.0072606, 0.0044692, 0.78073, 0.97902, 0.91698, 0.69509, 0.04228, 0.0050467, 0.0051583, 0.008779, 0.008779, 0.008779
|
| 41 |
+
39, 0.037157, 0.0074865, 0.0044351, 0.97192, 0.97432, 0.9906, 0.52766, 0.03882, 0.0050249, 0.0051764, 0.008746, 0.008746, 0.008746
|
| 42 |
+
40, 0.036186, 0.0072843, 0.0041793, 0.96846, 0.99368, 0.99219, 0.62659, 0.032476, 0.0047632, 0.0051666, 0.008713, 0.008713, 0.008713
|
| 43 |
+
41, 0.035882, 0.0076687, 0.0047039, 0.97532, 0.99301, 0.99361, 0.68429, 0.032345, 0.0046698, 0.0051785, 0.00868, 0.00868, 0.00868
|
| 44 |
+
42, 0.035412, 0.0075179, 0.004305, 0.98538, 0.9965, 0.99366, 0.66996, 0.031374, 0.0047407, 0.0052768, 0.008647, 0.008647, 0.008647
|
| 45 |
+
43, 0.035171, 0.0072297, 0.0043073, 0.99071, 1, 0.99396, 0.61614, 0.033774, 0.004637, 0.0052014, 0.008614, 0.008614, 0.008614
|
| 46 |
+
44, 0.036006, 0.0081138, 0.0041757, 0.98204, 0.99301, 0.9882, 0.55455, 0.037071, 0.0047672, 0.0051752, 0.008581, 0.008581, 0.008581
|
| 47 |
+
45, 0.036329, 0.0067267, 0.0048813, 0.98586, 0.9948, 0.9938, 0.68645, 0.030667, 0.0047035, 0.0053493, 0.008548, 0.008548, 0.008548
|
| 48 |
+
46, 0.035301, 0.0072723, 0.0044971, 0.9711, 0.98776, 0.99338, 0.70078, 0.032288, 0.0047407, 0.0053492, 0.008515, 0.008515, 0.008515
|
| 49 |
+
47, 0.032852, 0.0075515, 0.0040776, 0.99167, 0.99818, 0.99379, 0.7512, 0.029052, 0.0044456, 0.0052596, 0.008482, 0.008482, 0.008482
|
| 50 |
+
48, 0.032848, 0.0067279, 0.0041987, 0.98894, 0.99634, 0.99384, 0.77081, 0.030185, 0.0044947, 0.0051565, 0.008449, 0.008449, 0.008449
|
| 51 |
+
49, 0.032322, 0.0062702, 0.0042723, 0.81287, 0.98601, 0.94065, 0.71, 0.033121, 0.0044651, 0.0051219, 0.008416, 0.008416, 0.008416
|
| 52 |
+
50, 0.034422, 0.0068939, 0.0044532, 0.97847, 0.9965, 0.99371, 0.68111, 0.033829, 0.0046267, 0.0050571, 0.008383, 0.008383, 0.008383
|
| 53 |
+
51, 0.032266, 0.0069646, 0.0043853, 0.98978, 0.96527, 0.99396, 0.65349, 0.032272, 0.0045216, 0.0050296, 0.00835, 0.00835, 0.00835
|
| 54 |
+
52, 0.031777, 0.0066534, 0.0039015, 0.86235, 0.98826, 0.98437, 0.57612, 0.034647, 0.0045164, 0.0051085, 0.008317, 0.008317, 0.008317
|
| 55 |
+
53, 0.032957, 0.006897, 0.0039876, 0.9873, 0.99493, 0.99436, 0.79791, 0.02787, 0.0041984, 0.0050655, 0.008284, 0.008284, 0.008284
|
| 56 |
+
54, 0.033036, 0.006756, 0.0042023, 0.99039, 0.99538, 0.99404, 0.77745, 0.02902, 0.0042872, 0.0050179, 0.008251, 0.008251, 0.008251
|
| 57 |
+
55, 0.032384, 0.006832, 0.0045818, 0.93116, 0.99549, 0.99405, 0.62482, 0.034068, 0.0044882, 0.0050821, 0.008218, 0.008218, 0.008218
|
| 58 |
+
56, 0.032739, 0.0068239, 0.0042678, 0.98127, 0.99749, 0.99402, 0.64234, 0.030892, 0.0043861, 0.0052111, 0.008185, 0.008185, 0.008185
|
| 59 |
+
57, 0.031155, 0.0063399, 0.0043396, 0.98441, 1, 0.99415, 0.70239, 0.031828, 0.0044626, 0.0053811, 0.008152, 0.008152, 0.008152
|
| 60 |
+
58, 0.031885, 0.0063678, 0.0040293, 0.98123, 0.99282, 0.99311, 0.65289, 0.03375, 0.0045177, 0.0052406, 0.008119, 0.008119, 0.008119
|
| 61 |
+
59, 0.031764, 0.0068066, 0.0041688, 0.98794, 1, 0.99448, 0.6667, 0.03358, 0.0043569, 0.0051611, 0.008086, 0.008086, 0.008086
|
| 62 |
+
60, 0.031086, 0.006059, 0.0041902, 0.75626, 1, 0.95695, 0.62307, 0.033582, 0.0045177, 0.0052206, 0.008053, 0.008053, 0.008053
|
| 63 |
+
61, 0.032919, 0.0067168, 0.0041174, 0.9894, 1, 0.99462, 0.66382, 0.028605, 0.0042167, 0.0051426, 0.00802, 0.00802, 0.00802
|
| 64 |
+
62, 0.028896, 0.0063688, 0.003789, 0.99377, 0.99983, 0.99451, 0.60569, 0.033028, 0.0045246, 0.0051002, 0.007987, 0.007987, 0.007987
|
| 65 |
+
63, 0.033016, 0.0071756, 0.0039556, 0.9933, 1, 0.99451, 0.80985, 0.025837, 0.0040472, 0.0049472, 0.007954, 0.007954, 0.007954
|
| 66 |
+
64, 0.030867, 0.0063932, 0.0039675, 0.99412, 1, 0.99427, 0.75253, 0.029664, 0.0039764, 0.0048584, 0.007921, 0.007921, 0.007921
|
| 67 |
+
65, 0.029918, 0.0064928, 0.0039757, 0.99056, 0.9965, 0.99422, 0.66299, 0.032945, 0.0043875, 0.0048572, 0.007888, 0.007888, 0.007888
|
| 68 |
+
66, 0.032222, 0.0064065, 0.0044188, 0.99079, 0.9965, 0.99268, 0.6475, 0.034143, 0.0044809, 0.0048827, 0.007855, 0.007855, 0.007855
|
| 69 |
+
67, 0.030752, 0.006408, 0.0039791, 0.95785, 0.96272, 0.9885, 0.62125, 0.030927, 0.0042918, 0.0048673, 0.007822, 0.007822, 0.007822
|
| 70 |
+
68, 0.031093, 0.0062305, 0.0044259, 0.99171, 0.99995, 0.99418, 0.69192, 0.03085, 0.0042318, 0.0049046, 0.007789, 0.007789, 0.007789
|
| 71 |
+
69, 0.02889, 0.0061664, 0.00396, 0.99534, 0.99983, 0.99406, 0.77048, 0.028077, 0.0041189, 0.0049224, 0.007756, 0.007756, 0.007756
|
| 72 |
+
70, 0.03071, 0.0062044, 0.004074, 0.99518, 1, 0.99313, 0.74064, 0.026269, 0.0039533, 0.0048759, 0.007723, 0.007723, 0.007723
|
| 73 |
+
71, 0.029895, 0.0059814, 0.0039249, 0.97758, 0.98601, 0.99187, 0.68269, 0.031213, 0.0042061, 0.0048613, 0.00769, 0.00769, 0.00769
|
| 74 |
+
72, 0.029713, 0.0062148, 0.0040173, 0.98173, 1, 0.99269, 0.67387, 0.031435, 0.0042669, 0.0048916, 0.007657, 0.007657, 0.007657
|
| 75 |
+
73, 0.029545, 0.0059134, 0.0039648, 0.99386, 1, 0.9942, 0.72905, 0.029714, 0.004169, 0.0048248, 0.007624, 0.007624, 0.007624
|
| 76 |
+
74, 0.029781, 0.0058057, 0.0043643, 0.99389, 1, 0.99413, 0.59615, 0.031501, 0.0041397, 0.0047831, 0.007591, 0.007591, 0.007591
|
| 77 |
+
75, 0.028843, 0.0053375, 0.0040372, 0.99154, 0.98951, 0.99401, 0.72238, 0.027701, 0.0039763, 0.004806, 0.007558, 0.007558, 0.007558
|
| 78 |
+
76, 0.028876, 0.0060022, 0.0037236, 0.9891, 0.9965, 0.99408, 0.70536, 0.028347, 0.0040159, 0.0047869, 0.007525, 0.007525, 0.007525
|
| 79 |
+
77, 0.029648, 0.0059205, 0.0040237, 0.99568, 1, 0.99389, 0.69856, 0.029066, 0.0040668, 0.0047777, 0.007492, 0.007492, 0.007492
|
| 80 |
+
78, 0.028155, 0.0062466, 0.0039766, 0.9954, 1, 0.99444, 0.69103, 0.027082, 0.003968, 0.0048028, 0.007459, 0.007459, 0.007459
|
| 81 |
+
79, 0.027758, 0.005917, 0.0038002, 0.99214, 1, 0.99455, 0.74846, 0.028133, 0.0041214, 0.0048005, 0.007426, 0.007426, 0.007426
|
| 82 |
+
80, 0.027758, 0.0057794, 0.0041387, 0.99528, 1, 0.99462, 0.73211, 0.027434, 0.0039927, 0.0047467, 0.007393, 0.007393, 0.007393
|
| 83 |
+
81, 0.027939, 0.005762, 0.0041626, 0.99524, 0.9998, 0.99458, 0.74017, 0.025572, 0.0038898, 0.0047641, 0.00736, 0.00736, 0.00736
|
| 84 |
+
82, 0.027144, 0.0060208, 0.0038657, 0.99278, 0.98951, 0.99433, 0.78036, 0.02656, 0.0038608, 0.0047549, 0.007327, 0.007327, 0.007327
|
| 85 |
+
83, 0.027927, 0.0059648, 0.0038045, 0.99521, 0.99981, 0.99448, 0.73736, 0.030003, 0.0041279, 0.0047781, 0.007294, 0.007294, 0.007294
|
| 86 |
+
84, 0.029092, 0.0057428, 0.0042015, 0.99542, 1, 0.99462, 0.67577, 0.028566, 0.0039308, 0.0047351, 0.007261, 0.007261, 0.007261
|
| 87 |
+
85, 0.02714, 0.0058776, 0.0037294, 0.99152, 1, 0.99436, 0.79634, 0.023665, 0.003687, 0.0047694, 0.007228, 0.007228, 0.007228
|
| 88 |
+
86, 0.026927, 0.0057261, 0.0039875, 0.98498, 0.99743, 0.99465, 0.83556, 0.023075, 0.0034468, 0.0047553, 0.007195, 0.007195, 0.007195
|
| 89 |
+
87, 0.026798, 0.0057459, 0.0038636, 0.99451, 1, 0.99469, 0.67426, 0.026907, 0.0037391, 0.0046595, 0.007162, 0.007162, 0.007162
|
| 90 |
+
88, 0.027476, 0.0058552, 0.0038967, 0.99478, 1, 0.99448, 0.75446, 0.025811, 0.0036989, 0.0046636, 0.007129, 0.007129, 0.007129
|
| 91 |
+
89, 0.027276, 0.0057818, 0.0039312, 0.99499, 1, 0.99444, 0.74434, 0.026905, 0.0036636, 0.0046576, 0.007096, 0.007096, 0.007096
|
| 92 |
+
90, 0.027358, 0.0057336, 0.0038982, 0.99444, 1, 0.99455, 0.72506, 0.025929, 0.0036699, 0.0047403, 0.007063, 0.007063, 0.007063
|
| 93 |
+
91, 0.026728, 0.0061871, 0.0040613, 0.99471, 1, 0.99444, 0.78536, 0.026852, 0.0037127, 0.004711, 0.00703, 0.00703, 0.00703
|
| 94 |
+
92, 0.027396, 0.0052972, 0.0037038, 0.99575, 0.99912, 0.99472, 0.76838, 0.024227, 0.0035776, 0.0046933, 0.006997, 0.006997, 0.006997
|
| 95 |
+
93, 0.026822, 0.0058677, 0.0037255, 0.99553, 1, 0.99479, 0.79823, 0.022728, 0.0034837, 0.004718, 0.006964, 0.006964, 0.006964
|
| 96 |
+
94, 0.026731, 0.0054137, 0.0040479, 0.99538, 1, 0.99479, 0.8067, 0.022983, 0.0034921, 0.0047272, 0.006931, 0.006931, 0.006931
|
| 97 |
+
95, 0.025572, 0.0055208, 0.0040304, 0.9947, 1, 0.99486, 0.72593, 0.024207, 0.003575, 0.0047372, 0.006898, 0.006898, 0.006898
|
| 98 |
+
96, 0.025992, 0.0058228, 0.0035373, 0.99479, 1, 0.99483, 0.85597, 0.022803, 0.0034772, 0.0046927, 0.006865, 0.006865, 0.006865
|
| 99 |
+
97, 0.025917, 0.0052043, 0.0038468, 0.9952, 1, 0.99486, 0.8175, 0.02478, 0.0036335, 0.0046637, 0.006832, 0.006832, 0.006832
|
| 100 |
+
98, 0.02579, 0.0055143, 0.003779, 0.99113, 0.99301, 0.99469, 0.72209, 0.029475, 0.0038728, 0.0046497, 0.006799, 0.006799, 0.006799
|
| 101 |
+
99, 0.027163, 0.0058221, 0.0041064, 0.99472, 1, 0.99493, 0.77772, 0.026097, 0.0036759, 0.0046725, 0.006766, 0.006766, 0.006766
|
| 102 |
+
100, 0.025364, 0.0057329, 0.0038421, 0.99497, 1, 0.99486, 0.85996, 0.021999, 0.0033598, 0.0046686, 0.006733, 0.006733, 0.006733
|
| 103 |
+
101, 0.025976, 0.0051657, 0.0036257, 0.99556, 1, 0.9949, 0.8468, 0.022676, 0.0035508, 0.0046714, 0.0067, 0.0067, 0.0067
|
| 104 |
+
102, 0.026074, 0.0057633, 0.0039271, 0.99577, 1, 0.99479, 0.7334, 0.023686, 0.0036746, 0.0046621, 0.006667, 0.006667, 0.006667
|
| 105 |
+
103, 0.023923, 0.0052898, 0.0032491, 0.99588, 1, 0.99479, 0.7089, 0.026686, 0.0037628, 0.0046643, 0.006634, 0.006634, 0.006634
|
| 106 |
+
104, 0.024974, 0.0054454, 0.00336, 0.99572, 1, 0.99472, 0.70614, 0.02736, 0.0038515, 0.0046571, 0.006601, 0.006601, 0.006601
|
| 107 |
+
105, 0.024582, 0.005004, 0.0034609, 0.99556, 1, 0.99483, 0.79637, 0.024337, 0.0036293, 0.0046529, 0.006568, 0.006568, 0.006568
|
| 108 |
+
106, 0.026154, 0.005434, 0.0040215, 0.99529, 1, 0.99483, 0.84563, 0.021897, 0.003436, 0.0046426, 0.006535, 0.006535, 0.006535
|
| 109 |
+
107, 0.025854, 0.0053514, 0.0037578, 0.99514, 1, 0.99486, 0.74892, 0.025911, 0.0035122, 0.0046349, 0.006502, 0.006502, 0.006502
|
| 110 |
+
108, 0.024995, 0.0054103, 0.003588, 0.99509, 1, 0.99479, 0.69963, 0.027865, 0.0036608, 0.0046306, 0.006469, 0.006469, 0.006469
|
| 111 |
+
109, 0.025572, 0.005163, 0.0038534, 0.99475, 1, 0.99479, 0.89063, 0.02037, 0.0032008, 0.0045951, 0.006436, 0.006436, 0.006436
|
| 112 |
+
110, 0.024464, 0.0049701, 0.0036891, 0.99441, 1, 0.99472, 0.83027, 0.023509, 0.0034117, 0.0045837, 0.006403, 0.006403, 0.006403
|
| 113 |
+
111, 0.024334, 0.0053646, 0.0037156, 0.99523, 0.99915, 0.99476, 0.79492, 0.026883, 0.0035748, 0.0045706, 0.00637, 0.00637, 0.00637
|
| 114 |
+
112, 0.024435, 0.0052734, 0.0035357, 0.99523, 0.9997, 0.99486, 0.80443, 0.026416, 0.0035651, 0.0045757, 0.006337, 0.006337, 0.006337
|
| 115 |
+
113, 0.024332, 0.0053244, 0.0037176, 0.99488, 1, 0.99493, 0.76586, 0.023658, 0.0033489, 0.0045861, 0.006304, 0.006304, 0.006304
|
| 116 |
+
114, 0.024189, 0.0051318, 0.0035686, 0.99181, 0.9965, 0.99493, 0.79051, 0.023572, 0.0032865, 0.0045871, 0.006271, 0.006271, 0.006271
|
| 117 |
+
115, 0.02452, 0.0053824, 0.003641, 0.99504, 1, 0.995, 0.8202, 0.02403, 0.0033879, 0.0045843, 0.006238, 0.006238, 0.006238
|
| 118 |
+
116, 0.023963, 0.0056746, 0.0036146, 0.99549, 1, 0.995, 0.83692, 0.023049, 0.0033455, 0.0045818, 0.006205, 0.006205, 0.006205
|
| 119 |
+
117, 0.022494, 0.0053145, 0.0037079, 0.99578, 1, 0.995, 0.8107, 0.024954, 0.0034595, 0.0045338, 0.006172, 0.006172, 0.006172
|
| 120 |
+
118, 0.023882, 0.0052628, 0.0036226, 0.99566, 1, 0.995, 0.74427, 0.025484, 0.0034629, 0.0045154, 0.006139, 0.006139, 0.006139
|
| 121 |
+
119, 0.024297, 0.0049764, 0.003873, 0.99585, 1, 0.995, 0.85162, 0.024143, 0.0033342, 0.0044917, 0.006106, 0.006106, 0.006106
|
| 122 |
+
120, 0.024205, 0.0053772, 0.0036999, 0.99548, 1, 0.99493, 0.84352, 0.022659, 0.0032027, 0.0045248, 0.006073, 0.006073, 0.006073
|
| 123 |
+
121, 0.022646, 0.0051931, 0.0034251, 0.9957, 1, 0.995, 0.79999, 0.022781, 0.0032768, 0.0045344, 0.00604, 0.00604, 0.00604
|
| 124 |
+
122, 0.023611, 0.0047381, 0.0037629, 0.99582, 1, 0.995, 0.80451, 0.02164, 0.0031319, 0.0045265, 0.006007, 0.006007, 0.006007
|
| 125 |
+
123, 0.023116, 0.0056999, 0.003645, 0.99595, 1, 0.995, 0.74473, 0.024254, 0.0033927, 0.0045108, 0.005974, 0.005974, 0.005974
|
| 126 |
+
124, 0.023181, 0.0049655, 0.0034105, 0.99603, 1, 0.995, 0.85277, 0.021732, 0.0031565, 0.0045298, 0.005941, 0.005941, 0.005941
|
| 127 |
+
125, 0.02281, 0.0051508, 0.0034641, 0.99586, 1, 0.995, 0.85375, 0.023476, 0.003313, 0.0045541, 0.005908, 0.005908, 0.005908
|
| 128 |
+
126, 0.023446, 0.0054465, 0.0037807, 0.99576, 1, 0.995, 0.80062, 0.024618, 0.003419, 0.0045913, 0.005875, 0.005875, 0.005875
|
| 129 |
+
127, 0.023382, 0.0052567, 0.0036256, 0.99567, 1, 0.995, 0.80245, 0.022237, 0.0032533, 0.0045589, 0.005842, 0.005842, 0.005842
|
| 130 |
+
128, 0.023494, 0.004889, 0.0037063, 0.99577, 1, 0.99493, 0.83064, 0.022416, 0.0032173, 0.0045305, 0.005809, 0.005809, 0.005809
|
| 131 |
+
129, 0.022141, 0.0049175, 0.0035011, 0.99153, 1, 0.99493, 0.82762, 0.027794, 0.0035663, 0.0045263, 0.005776, 0.005776, 0.005776
|
| 132 |
+
130, 0.024467, 0.0051326, 0.0035908, 0.99544, 1, 0.9949, 0.86937, 0.021213, 0.0031249, 0.0045566, 0.005743, 0.005743, 0.005743
|
| 133 |
+
131, 0.023469, 0.0048239, 0.0034172, 0.99549, 1, 0.9949, 0.8085, 0.023872, 0.0033324, 0.0044966, 0.00571, 0.00571, 0.00571
|
| 134 |
+
132, 0.022711, 0.0049323, 0.0035807, 0.9957, 1, 0.9949, 0.76627, 0.024178, 0.0033905, 0.0044898, 0.005677, 0.005677, 0.005677
|
| 135 |
+
133, 0.023585, 0.0049716, 0.0036569, 0.99554, 1, 0.9949, 0.79401, 0.023764, 0.0032827, 0.0044994, 0.005644, 0.005644, 0.005644
|
| 136 |
+
134, 0.022273, 0.0046121, 0.0034508, 0.99495, 1, 0.9949, 0.86067, 0.019869, 0.0030294, 0.0045171, 0.005611, 0.005611, 0.005611
|
| 137 |
+
135, 0.022308, 0.0048536, 0.0034295, 0.9944, 1, 0.99483, 0.89682, 0.021205, 0.0030327, 0.0045015, 0.005578, 0.005578, 0.005578
|
| 138 |
+
136, 0.022066, 0.0045374, 0.0038372, 0.99438, 1, 0.99483, 0.86328, 0.022903, 0.0031648, 0.0045087, 0.005545, 0.005545, 0.005545
|
| 139 |
+
137, 0.021742, 0.0047533, 0.0038614, 0.99494, 1, 0.99486, 0.81691, 0.021423, 0.0030776, 0.0044825, 0.005512, 0.005512, 0.005512
|
| 140 |
+
138, 0.022563, 0.0047536, 0.0035124, 0.99528, 1, 0.9949, 0.80339, 0.021657, 0.0031195, 0.0044571, 0.005479, 0.005479, 0.005479
|
| 141 |
+
139, 0.022457, 0.0047787, 0.0036055, 0.99543, 1, 0.99493, 0.82911, 0.021572, 0.0030285, 0.0044286, 0.005446, 0.005446, 0.005446
|
| 142 |
+
140, 0.021841, 0.0044728, 0.0033412, 0.99586, 1, 0.995, 0.83038, 0.022594, 0.0031401, 0.0044256, 0.005413, 0.005413, 0.005413
|
| 143 |
+
141, 0.022192, 0.0047855, 0.0033866, 0.99579, 1, 0.995, 0.88728, 0.020017, 0.0029137, 0.0044249, 0.00538, 0.00538, 0.00538
|
| 144 |
+
142, 0.020874, 0.0048249, 0.0031717, 0.9957, 1, 0.995, 0.82868, 0.021205, 0.0029778, 0.0044131, 0.005347, 0.005347, 0.005347
|
| 145 |
+
143, 0.022348, 0.0041494, 0.0037264, 0.99561, 1, 0.995, 0.82803, 0.020119, 0.0029179, 0.0044143, 0.005314, 0.005314, 0.005314
|
| 146 |
+
144, 0.021115, 0.004687, 0.0034526, 0.99568, 1, 0.99497, 0.81842, 0.020983, 0.0029549, 0.0044175, 0.005281, 0.005281, 0.005281
|
| 147 |
+
145, 0.021982, 0.0052293, 0.003574, 0.99559, 1, 0.99493, 0.87632, 0.019543, 0.0028283, 0.0044324, 0.005248, 0.005248, 0.005248
|
| 148 |
+
146, 0.020949, 0.0046666, 0.0034024, 0.99533, 1, 0.99493, 0.85141, 0.021482, 0.0029415, 0.0044337, 0.005215, 0.005215, 0.005215
|
| 149 |
+
147, 0.020358, 0.0050407, 0.0028543, 0.9954, 1, 0.99493, 0.89213, 0.020084, 0.0028527, 0.0044127, 0.005182, 0.005182, 0.005182
|
| 150 |
+
148, 0.022064, 0.0043076, 0.0037857, 0.99529, 1, 0.99493, 0.88756, 0.020158, 0.0028808, 0.0044226, 0.005149, 0.005149, 0.005149
|
| 151 |
+
149, 0.021334, 0.0047966, 0.0035883, 0.99507, 1, 0.99493, 0.87533, 0.02163, 0.0029801, 0.0044491, 0.005116, 0.005116, 0.005116
|
| 152 |
+
150, 0.02119, 0.0048331, 0.0034924, 0.99455, 1, 0.9949, 0.88124, 0.020285, 0.0028711, 0.0044588, 0.005083, 0.005083, 0.005083
|
| 153 |
+
151, 0.021218, 0.0048381, 0.0032941, 0.99418, 1, 0.9949, 0.86338, 0.022162, 0.0030039, 0.0044476, 0.00505, 0.00505, 0.00505
|
| 154 |
+
152, 0.021292, 0.0044509, 0.0033989, 0.99441, 1, 0.99493, 0.88184, 0.019833, 0.0028907, 0.0044545, 0.005017, 0.005017, 0.005017
|
| 155 |
+
153, 0.021438, 0.0046, 0.0034675, 0.99504, 1, 0.99493, 0.9033, 0.017714, 0.0027401, 0.0044169, 0.004984, 0.004984, 0.004984
|
| 156 |
+
154, 0.02105, 0.0048497, 0.0035992, 0.99503, 1, 0.99493, 0.88843, 0.020251, 0.0029409, 0.0044048, 0.004951, 0.004951, 0.004951
|
| 157 |
+
155, 0.021511, 0.0047826, 0.0035283, 0.99533, 1, 0.99493, 0.84467, 0.020878, 0.002956, 0.0043685, 0.004918, 0.004918, 0.004918
|
| 158 |
+
156, 0.021808, 0.0045649, 0.0037726, 0.99511, 1, 0.99493, 0.84746, 0.020602, 0.0028811, 0.0043813, 0.004885, 0.004885, 0.004885
|
| 159 |
+
157, 0.022718, 0.0043711, 0.0040301, 0.99497, 1, 0.99497, 0.86803, 0.020676, 0.0029052, 0.004397, 0.004852, 0.004852, 0.004852
|
| 160 |
+
158, 0.021293, 0.0045363, 0.0036942, 0.99481, 1, 0.99497, 0.90807, 0.019404, 0.0028171, 0.0044003, 0.004819, 0.004819, 0.004819
|
| 161 |
+
159, 0.019355, 0.0044663, 0.0035668, 0.99475, 1, 0.99497, 0.88174, 0.020328, 0.002877, 0.0044037, 0.004786, 0.004786, 0.004786
|
| 162 |
+
160, 0.019807, 0.0043866, 0.0031799, 0.99507, 1, 0.995, 0.86157, 0.022556, 0.0030416, 0.004383, 0.004753, 0.004753, 0.004753
|
| 163 |
+
161, 0.020958, 0.0047651, 0.0034715, 0.99558, 1, 0.995, 0.87086, 0.01968, 0.0028065, 0.0043667, 0.00472, 0.00472, 0.00472
|
| 164 |
+
162, 0.02066, 0.0041593, 0.0036324, 0.99961, 0.99919, 0.995, 0.86861, 0.020245, 0.0029015, 0.0043702, 0.004687, 0.004687, 0.004687
|
| 165 |
+
163, 0.018793, 0.0046056, 0.0032716, 0.99546, 1, 0.995, 0.88223, 0.02086, 0.0029293, 0.004411, 0.004654, 0.004654, 0.004654
|
| 166 |
+
164, 0.020376, 0.0045768, 0.003324, 0.99552, 1, 0.995, 0.84005, 0.02153, 0.0030357, 0.0044317, 0.004621, 0.004621, 0.004621
|
| 167 |
+
165, 0.01967, 0.0043024, 0.0037111, 0.99536, 1, 0.995, 0.86398, 0.020779, 0.0029157, 0.0044792, 0.004588, 0.004588, 0.004588
|
| 168 |
+
166, 0.020557, 0.0043302, 0.0033861, 0.99528, 1, 0.995, 0.84788, 0.020644, 0.0028793, 0.0044178, 0.004555, 0.004555, 0.004555
|
| 169 |
+
167, 0.020246, 0.0041448, 0.003585, 0.99536, 1, 0.995, 0.89402, 0.019171, 0.0026958, 0.0043349, 0.004522, 0.004522, 0.004522
|
| 170 |
+
168, 0.020365, 0.0039129, 0.0036459, 0.99522, 1, 0.99497, 0.87735, 0.018307, 0.0026412, 0.0043445, 0.004489, 0.004489, 0.004489
|
| 171 |
+
169, 0.019111, 0.0042881, 0.0030015, 0.99535, 1, 0.995, 0.86803, 0.01949, 0.0027208, 0.0043147, 0.004456, 0.004456, 0.004456
|
| 172 |
+
170, 0.019924, 0.0042, 0.0032841, 0.99548, 1, 0.995, 0.86634, 0.018255, 0.0026159, 0.0043223, 0.004423, 0.004423, 0.004423
|
| 173 |
+
171, 0.020196, 0.0040122, 0.0035349, 0.99561, 1, 0.995, 0.88084, 0.018968, 0.0026789, 0.0043176, 0.00439, 0.00439, 0.00439
|
| 174 |
+
172, 0.020392, 0.0041939, 0.0035143, 0.99564, 1, 0.995, 0.815, 0.022386, 0.0029304, 0.0043193, 0.004357, 0.004357, 0.004357
|
| 175 |
+
173, 0.018994, 0.0047472, 0.0030215, 0.99952, 0.99916, 0.995, 0.88527, 0.018926, 0.0026484, 0.0043313, 0.004324, 0.004324, 0.004324
|
| 176 |
+
174, 0.019564, 0.0040815, 0.0034741, 0.99938, 0.99922, 0.995, 0.89235, 0.018949, 0.0026656, 0.0043415, 0.004291, 0.004291, 0.004291
|
| 177 |
+
175, 0.01927, 0.0045665, 0.0032408, 0.99928, 0.99998, 0.995, 0.86644, 0.019143, 0.0026773, 0.004341, 0.004258, 0.004258, 0.004258
|
| 178 |
+
176, 0.01947, 0.004129, 0.0034983, 0.99871, 1, 0.995, 0.88668, 0.018713, 0.002641, 0.0043375, 0.004225, 0.004225, 0.004225
|
| 179 |
+
177, 0.020045, 0.0040621, 0.0037879, 0.99717, 1, 0.995, 0.88974, 0.019454, 0.0026921, 0.0043538, 0.004192, 0.004192, 0.004192
|
| 180 |
+
178, 0.018963, 0.0040769, 0.0032861, 0.99661, 1, 0.995, 0.88209, 0.019535, 0.0026677, 0.0043746, 0.004159, 0.004159, 0.004159
|
| 181 |
+
179, 0.019693, 0.0044066, 0.0037298, 0.99649, 1, 0.995, 0.84003, 0.019336, 0.0026944, 0.0043682, 0.004126, 0.004126, 0.004126
|
| 182 |
+
180, 0.018966, 0.0040112, 0.0034136, 0.99628, 1, 0.995, 0.85743, 0.019892, 0.0027334, 0.0043546, 0.004093, 0.004093, 0.004093
|
| 183 |
+
181, 0.018977, 0.0042565, 0.0033668, 0.9959, 1, 0.995, 0.91008, 0.018792, 0.0026093, 0.0043189, 0.00406, 0.00406, 0.00406
|
| 184 |
+
182, 0.018711, 0.0040367, 0.0033025, 0.99567, 1, 0.995, 0.8791, 0.018484, 0.0025635, 0.004321, 0.004027, 0.004027, 0.004027
|
| 185 |
+
183, 0.018955, 0.0036056, 0.0036096, 0.99646, 1, 0.995, 0.85238, 0.019242, 0.0026485, 0.00432, 0.003994, 0.003994, 0.003994
|
| 186 |
+
184, 0.018568, 0.0039752, 0.003351, 0.99725, 1, 0.995, 0.86728, 0.019486, 0.0026456, 0.0043273, 0.003961, 0.003961, 0.003961
|
| 187 |
+
185, 0.019143, 0.004367, 0.0033884, 0.99789, 1, 0.995, 0.88794, 0.018948, 0.0026643, 0.004351, 0.003928, 0.003928, 0.003928
|
| 188 |
+
186, 0.019213, 0.0043513, 0.0034043, 0.9979, 1, 0.995, 0.88568, 0.018904, 0.0026561, 0.004359, 0.003895, 0.003895, 0.003895
|
| 189 |
+
187, 0.018964, 0.0046395, 0.00347, 0.99799, 1, 0.995, 0.91597, 0.016954, 0.0024569, 0.0043533, 0.003862, 0.003862, 0.003862
|
| 190 |
+
188, 0.018869, 0.0037053, 0.0032998, 0.99806, 1, 0.995, 0.92414, 0.017482, 0.0025143, 0.0043398, 0.003829, 0.003829, 0.003829
|
| 191 |
+
189, 0.018678, 0.0044536, 0.0034642, 0.99843, 1, 0.995, 0.87241, 0.01916, 0.0026383, 0.0043125, 0.003796, 0.003796, 0.003796
|
| 192 |
+
190, 0.018894, 0.0040913, 0.0033784, 0.99895, 1, 0.995, 0.91248, 0.018162, 0.0025287, 0.0043209, 0.003763, 0.003763, 0.003763
|
| 193 |
+
191, 0.018693, 0.0044916, 0.0035267, 0.99925, 1, 0.995, 0.91594, 0.017442, 0.0024598, 0.0043525, 0.00373, 0.00373, 0.00373
|
| 194 |
+
192, 0.017843, 0.0038048, 0.0032732, 0.99934, 1, 0.995, 0.92761, 0.017104, 0.0024019, 0.0043393, 0.003697, 0.003697, 0.003697
|
| 195 |
+
193, 0.018235, 0.0041428, 0.0033691, 0.99933, 1, 0.995, 0.88588, 0.01892, 0.0025866, 0.0043221, 0.003664, 0.003664, 0.003664
|
| 196 |
+
194, 0.018051, 0.0037635, 0.003288, 0.99877, 1, 0.995, 0.87317, 0.018094, 0.0024564, 0.0043165, 0.003631, 0.003631, 0.003631
|
| 197 |
+
195, 0.01807, 0.0038649, 0.0032143, 0.9986, 1, 0.995, 0.88706, 0.01813, 0.0024776, 0.0043245, 0.003598, 0.003598, 0.003598
|
| 198 |
+
196, 0.018071, 0.0038772, 0.0032952, 0.99797, 1, 0.995, 0.91898, 0.019571, 0.002604, 0.0043187, 0.003565, 0.003565, 0.003565
|
| 199 |
+
197, 0.018281, 0.0037669, 0.0034435, 0.99593, 1, 0.995, 0.90316, 0.018355, 0.0024651, 0.0043233, 0.003532, 0.003532, 0.003532
|
| 200 |
+
198, 0.017711, 0.0037288, 0.0032424, 0.99586, 1, 0.995, 0.90312, 0.01773, 0.0024013, 0.0043281, 0.003499, 0.003499, 0.003499
|
| 201 |
+
199, 0.017843, 0.0040767, 0.0031924, 0.99937, 1, 0.995, 0.89122, 0.017348, 0.0023612, 0.0043269, 0.003466, 0.003466, 0.003466
|
| 202 |
+
200, 0.017562, 0.0039183, 0.0030912, 0.99944, 1, 0.995, 0.88692, 0.017053, 0.0023506, 0.0043159, 0.003433, 0.003433, 0.003433
|
| 203 |
+
201, 0.017244, 0.0040158, 0.0030248, 0.99833, 1, 0.995, 0.89431, 0.017733, 0.0024178, 0.0042741, 0.0034, 0.0034, 0.0034
|
| 204 |
+
202, 0.017924, 0.0039248, 0.0035733, 0.99823, 1, 0.995, 0.90911, 0.017477, 0.0023908, 0.0042428, 0.003367, 0.003367, 0.003367
|
| 205 |
+
203, 0.017782, 0.003903, 0.0033616, 0.99904, 1, 0.995, 0.9195, 0.017303, 0.0023242, 0.0042221, 0.003334, 0.003334, 0.003334
|
| 206 |
+
204, 0.01763, 0.0038947, 0.0035048, 0.99959, 0.99994, 0.995, 0.92744, 0.016828, 0.0022793, 0.0042236, 0.003301, 0.003301, 0.003301
|
| 207 |
+
205, 0.017116, 0.0035885, 0.003404, 0.9994, 0.99915, 0.995, 0.93534, 0.01712, 0.0023226, 0.0042364, 0.003268, 0.003268, 0.003268
|
| 208 |
+
206, 0.01775, 0.0039588, 0.0036065, 0.9993, 0.99911, 0.995, 0.93015, 0.016385, 0.0022692, 0.0042688, 0.003235, 0.003235, 0.003235
|
| 209 |
+
207, 0.017159, 0.0038549, 0.0033176, 0.99921, 0.99927, 0.995, 0.92211, 0.016966, 0.0023391, 0.00431, 0.003202, 0.003202, 0.003202
|
| 210 |
+
208, 0.016957, 0.0035595, 0.003395, 0.99923, 0.99964, 0.995, 0.92754, 0.016643, 0.0023212, 0.0043336, 0.003169, 0.003169, 0.003169
|
| 211 |
+
209, 0.016171, 0.0034671, 0.0034018, 0.99844, 1, 0.995, 0.89447, 0.01844, 0.0024911, 0.0043381, 0.003136, 0.003136, 0.003136
|
| 212 |
+
210, 0.01735, 0.0034044, 0.0034511, 0.99793, 1, 0.995, 0.88991, 0.019221, 0.0025387, 0.0043408, 0.003103, 0.003103, 0.003103
|
| 213 |
+
211, 0.018317, 0.0038675, 0.0034895, 0.99747, 1, 0.995, 0.8957, 0.018131, 0.0023929, 0.004328, 0.00307, 0.00307, 0.00307
|
| 214 |
+
212, 0.017412, 0.0037258, 0.0033949, 0.99719, 1, 0.995, 0.8947, 0.018026, 0.0023563, 0.0043087, 0.003037, 0.003037, 0.003037
|
| 215 |
+
213, 0.017029, 0.0032943, 0.0032235, 0.99753, 1, 0.995, 0.8973, 0.0178, 0.0023643, 0.0043145, 0.003004, 0.003004, 0.003004
|
| 216 |
+
214, 0.017644, 0.0036774, 0.0034867, 0.99765, 1, 0.995, 0.88932, 0.018361, 0.0024355, 0.0043038, 0.002971, 0.002971, 0.002971
|
| 217 |
+
215, 0.017237, 0.003888, 0.0032942, 0.99734, 1, 0.995, 0.90257, 0.01749, 0.0023223, 0.0042916, 0.002938, 0.002938, 0.002938
|
| 218 |
+
216, 0.015811, 0.0036843, 0.0030195, 0.99727, 1, 0.995, 0.90008, 0.016681, 0.002229, 0.0042917, 0.002905, 0.002905, 0.002905
|
| 219 |
+
217, 0.015863, 0.0036232, 0.003011, 0.99713, 1, 0.995, 0.92394, 0.017311, 0.002248, 0.0042715, 0.002872, 0.002872, 0.002872
|
| 220 |
+
218, 0.016674, 0.0034264, 0.0032773, 0.997, 1, 0.995, 0.90714, 0.016905, 0.0022307, 0.0042734, 0.002839, 0.002839, 0.002839
|
| 221 |
+
219, 0.016062, 0.0033127, 0.003255, 0.99734, 1, 0.995, 0.89916, 0.017458, 0.0023198, 0.0042706, 0.002806, 0.002806, 0.002806
|
| 222 |
+
220, 0.017153, 0.0033824, 0.0033811, 0.99758, 1, 0.995, 0.91448, 0.017045, 0.0022615, 0.004258, 0.002773, 0.002773, 0.002773
|
| 223 |
+
221, 0.016327, 0.0035858, 0.003225, 0.99783, 1, 0.995, 0.91454, 0.016554, 0.0021736, 0.0042429, 0.00274, 0.00274, 0.00274
|
| 224 |
+
222, 0.016504, 0.0033749, 0.0034067, 0.99792, 1, 0.995, 0.92121, 0.016962, 0.0021963, 0.0042387, 0.002707, 0.002707, 0.002707
|
| 225 |
+
223, 0.016957, 0.0036904, 0.003518, 0.99837, 1, 0.995, 0.93197, 0.016154, 0.0021004, 0.0042395, 0.002674, 0.002674, 0.002674
|
| 226 |
+
224, 0.016413, 0.0034956, 0.0033283, 0.99825, 1, 0.995, 0.91628, 0.016872, 0.0021687, 0.004247, 0.002641, 0.002641, 0.002641
|
| 227 |
+
225, 0.015279, 0.0035261, 0.0029367, 0.99835, 1, 0.995, 0.91401, 0.016889, 0.002152, 0.004226, 0.002608, 0.002608, 0.002608
|
| 228 |
+
226, 0.015515, 0.0037138, 0.0029623, 0.99843, 1, 0.995, 0.92906, 0.0168, 0.0021362, 0.0042125, 0.002575, 0.002575, 0.002575
|
| 229 |
+
227, 0.016135, 0.0038898, 0.0031529, 0.9986, 1, 0.995, 0.92956, 0.017027, 0.0021443, 0.004203, 0.002542, 0.002542, 0.002542
|
| 230 |
+
228, 0.016473, 0.0034378, 0.003492, 0.99876, 1, 0.995, 0.93542, 0.016097, 0.0020582, 0.0042061, 0.002509, 0.002509, 0.002509
|
| 231 |
+
229, 0.0156, 0.0036918, 0.0031331, 0.99881, 1, 0.995, 0.90847, 0.016567, 0.0021136, 0.0042055, 0.002476, 0.002476, 0.002476
|
| 232 |
+
230, 0.016216, 0.003374, 0.0033137, 0.99872, 1, 0.995, 0.90364, 0.017193, 0.0021887, 0.0042121, 0.002443, 0.002443, 0.002443
|
| 233 |
+
231, 0.015878, 0.0035365, 0.003082, 0.99871, 1, 0.995, 0.92303, 0.01704, 0.0021638, 0.0042415, 0.00241, 0.00241, 0.00241
|
| 234 |
+
232, 0.015744, 0.0031192, 0.0031648, 0.99864, 1, 0.995, 0.91693, 0.01648, 0.0020952, 0.0042491, 0.002377, 0.002377, 0.002377
|
| 235 |
+
233, 0.015616, 0.0031659, 0.0032553, 0.99861, 1, 0.995, 0.92263, 0.01642, 0.0020709, 0.0042384, 0.002344, 0.002344, 0.002344
|
| 236 |
+
234, 0.015836, 0.0034499, 0.0032826, 0.99863, 1, 0.995, 0.92347, 0.01615, 0.0020506, 0.0042169, 0.002311, 0.002311, 0.002311
|
| 237 |
+
235, 0.016065, 0.003264, 0.0033054, 0.99871, 1, 0.995, 0.92411, 0.016341, 0.0020892, 0.004208, 0.002278, 0.002278, 0.002278
|
| 238 |
+
236, 0.015357, 0.0034131, 0.0031585, 0.99856, 1, 0.995, 0.92226, 0.016244, 0.0020633, 0.0042066, 0.002245, 0.002245, 0.002245
|
| 239 |
+
237, 0.015611, 0.0033428, 0.003239, 0.9986, 1, 0.995, 0.89234, 0.017046, 0.0021754, 0.004206, 0.002212, 0.002212, 0.002212
|
| 240 |
+
238, 0.014522, 0.0034304, 0.0028148, 0.99861, 1, 0.995, 0.89849, 0.016816, 0.002165, 0.0042053, 0.002179, 0.002179, 0.002179
|
| 241 |
+
239, 0.014777, 0.0034821, 0.0030028, 0.99854, 1, 0.995, 0.93338, 0.015709, 0.0020201, 0.0042008, 0.002146, 0.002146, 0.002146
|
| 242 |
+
240, 0.015694, 0.0034862, 0.0031835, 0.99855, 1, 0.995, 0.90077, 0.017535, 0.0022665, 0.0042003, 0.002113, 0.002113, 0.002113
|
| 243 |
+
241, 0.015553, 0.0031025, 0.0029668, 0.99855, 1, 0.995, 0.92498, 0.016858, 0.0021601, 0.0041926, 0.00208, 0.00208, 0.00208
|
| 244 |
+
242, 0.016268, 0.0036385, 0.0033974, 0.99862, 1, 0.995, 0.92207, 0.0158, 0.0020301, 0.0041896, 0.002047, 0.002047, 0.002047
|
| 245 |
+
243, 0.015726, 0.003171, 0.0032262, 0.99869, 1, 0.995, 0.89901, 0.016349, 0.0020801, 0.0041809, 0.002014, 0.002014, 0.002014
|
| 246 |
+
244, 0.014619, 0.00336, 0.0029301, 0.99863, 1, 0.995, 0.93163, 0.016148, 0.002036, 0.0041767, 0.001981, 0.001981, 0.001981
|
| 247 |
+
245, 0.015157, 0.0032633, 0.0033052, 0.99859, 1, 0.995, 0.93305, 0.016144, 0.002043, 0.0041636, 0.001948, 0.001948, 0.001948
|
| 248 |
+
246, 0.01479, 0.0031306, 0.0031546, 0.99857, 1, 0.995, 0.93575, 0.016176, 0.0020447, 0.0041588, 0.001915, 0.001915, 0.001915
|
| 249 |
+
247, 0.014517, 0.0033596, 0.0032358, 0.99857, 1, 0.995, 0.93512, 0.015327, 0.0019023, 0.0041666, 0.001882, 0.001882, 0.001882
|
| 250 |
+
248, 0.014918, 0.0035698, 0.0030874, 0.99851, 1, 0.995, 0.93336, 0.015151, 0.0018665, 0.0041698, 0.001849, 0.001849, 0.001849
|
| 251 |
+
249, 0.014118, 0.0029053, 0.002972, 0.99846, 1, 0.995, 0.9161, 0.017038, 0.0020936, 0.0041935, 0.001816, 0.001816, 0.001816
|
| 252 |
+
250, 0.014247, 0.0031784, 0.0029234, 0.99846, 1, 0.995, 0.92959, 0.016828, 0.0020766, 0.0041768, 0.001783, 0.001783, 0.001783
|
| 253 |
+
251, 0.015043, 0.0030122, 0.0033383, 0.99845, 1, 0.995, 0.90264, 0.016684, 0.0020487, 0.0041506, 0.00175, 0.00175, 0.00175
|
| 254 |
+
252, 0.015157, 0.0030764, 0.0030988, 0.99843, 1, 0.995, 0.93919, 0.015576, 0.00191, 0.0041451, 0.001717, 0.001717, 0.001717
|
| 255 |
+
253, 0.014814, 0.0031525, 0.0033656, 0.99849, 1, 0.995, 0.93384, 0.015562, 0.001914, 0.0041502, 0.001684, 0.001684, 0.001684
|
| 256 |
+
254, 0.014054, 0.0030043, 0.0028925, 0.99853, 1, 0.995, 0.93631, 0.015313, 0.0018719, 0.0041559, 0.001651, 0.001651, 0.001651
|
| 257 |
+
255, 0.013421, 0.0030611, 0.0028846, 0.99856, 1, 0.995, 0.93199, 0.015532, 0.0018969, 0.0041637, 0.001618, 0.001618, 0.001618
|
| 258 |
+
256, 0.013797, 0.0029309, 0.0029058, 0.9986, 1, 0.995, 0.93059, 0.016147, 0.0019815, 0.0041682, 0.001585, 0.001585, 0.001585
|
| 259 |
+
257, 0.013521, 0.0031867, 0.0028974, 0.99863, 1, 0.995, 0.93374, 0.015471, 0.0018795, 0.0041667, 0.001552, 0.001552, 0.001552
|
| 260 |
+
258, 0.014164, 0.0030714, 0.0030824, 0.99867, 1, 0.995, 0.93438, 0.015558, 0.0018925, 0.0041832, 0.001519, 0.001519, 0.001519
|
| 261 |
+
259, 0.013758, 0.002959, 0.0031046, 0.99872, 1, 0.995, 0.93052, 0.015208, 0.001825, 0.0041887, 0.001486, 0.001486, 0.001486
|
| 262 |
+
260, 0.013807, 0.0031832, 0.0030826, 0.99877, 1, 0.995, 0.93042, 0.015464, 0.0018489, 0.0041657, 0.001453, 0.001453, 0.001453
|
| 263 |
+
261, 0.013672, 0.0027171, 0.0030653, 0.99883, 1, 0.995, 0.93275, 0.015626, 0.0018933, 0.0041208, 0.00142, 0.00142, 0.00142
|
| 264 |
+
262, 0.015018, 0.0030489, 0.0034036, 0.99884, 1, 0.995, 0.94042, 0.015645, 0.0019166, 0.0040973, 0.001387, 0.001387, 0.001387
|
| 265 |
+
263, 0.014201, 0.0031815, 0.0029209, 0.99883, 1, 0.995, 0.93765, 0.016101, 0.0019435, 0.0040804, 0.001354, 0.001354, 0.001354
|
| 266 |
+
264, 0.013527, 0.0032185, 0.0029782, 0.99884, 1, 0.995, 0.91968, 0.015215, 0.0018665, 0.0040709, 0.001321, 0.001321, 0.001321
|
| 267 |
+
265, 0.012087, 0.0029328, 0.0025998, 0.99884, 1, 0.995, 0.92717, 0.015306, 0.00188, 0.0040687, 0.001288, 0.001288, 0.001288
|
| 268 |
+
266, 0.013119, 0.0027885, 0.002805, 0.99882, 1, 0.995, 0.9367, 0.014871, 0.0018004, 0.0040671, 0.001255, 0.001255, 0.001255
|
| 269 |
+
267, 0.013761, 0.002919, 0.0032801, 0.99879, 1, 0.995, 0.93107, 0.015324, 0.0018606, 0.004065, 0.001222, 0.001222, 0.001222
|
| 270 |
+
268, 0.013861, 0.0029463, 0.0032637, 0.99879, 1, 0.995, 0.93526, 0.015217, 0.0018349, 0.0040631, 0.001189, 0.001189, 0.001189
|
| 271 |
+
269, 0.012727, 0.0025513, 0.0029904, 0.99879, 1, 0.995, 0.93255, 0.01478, 0.001769, 0.0040586, 0.001156, 0.001156, 0.001156
|
| 272 |
+
270, 0.013709, 0.0028848, 0.0032409, 0.99875, 1, 0.995, 0.93521, 0.014936, 0.0017853, 0.0040613, 0.001123, 0.001123, 0.001123
|
| 273 |
+
271, 0.012592, 0.0026575, 0.002893, 0.99869, 1, 0.995, 0.93397, 0.014822, 0.0017467, 0.0040654, 0.00109, 0.00109, 0.00109
|
| 274 |
+
272, 0.013541, 0.0026815, 0.0030377, 0.99864, 1, 0.995, 0.9361, 0.014979, 0.0017647, 0.0040683, 0.001057, 0.001057, 0.001057
|
| 275 |
+
273, 0.012918, 0.0027675, 0.0030466, 0.99862, 1, 0.995, 0.9354, 0.015083, 0.001779, 0.004073, 0.001024, 0.001024, 0.001024
|
| 276 |
+
274, 0.012967, 0.0025067, 0.0028077, 0.99871, 1, 0.995, 0.93036, 0.015043, 0.001755, 0.0040734, 0.000991, 0.000991, 0.000991
|
| 277 |
+
275, 0.012477, 0.002621, 0.0026373, 0.99884, 1, 0.995, 0.93831, 0.014861, 0.0017309, 0.0040752, 0.000958, 0.000958, 0.000958
|
| 278 |
+
276, 0.01295, 0.0028441, 0.0029956, 0.99891, 1, 0.995, 0.9367, 0.0148, 0.0017337, 0.0040761, 0.000925, 0.000925, 0.000925
|
| 279 |
+
277, 0.0123, 0.0027286, 0.0028667, 0.99898, 1, 0.995, 0.93929, 0.014607, 0.001721, 0.0040747, 0.000892, 0.000892, 0.000892
|
| 280 |
+
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| 281 |
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| 282 |
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| 283 |
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| 284 |
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| 285 |
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| 286 |
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| 287 |
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| 288 |
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286, 0.013127, 0.0022441, 0.00325, 0.9988, 1, 0.995, 0.93881, 0.014784, 0.0017371, 0.0040242, 0.000595, 0.000595, 0.000595
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| 289 |
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| 290 |
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| 291 |
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| 292 |
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| 293 |
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| 294 |
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| 295 |
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| 296 |
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|
| 297 |
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| 298 |
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|
| 299 |
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|
| 300 |
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| 301 |
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other/results.png
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other/train_batch0.jpg
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other/val_batch1_pred.jpg
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other/val_batch2_labels.jpg
ADDED
|
other/val_batch2_pred.jpg
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other/yolo_files.zip
ADDED
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