diff --git a/.gitignore b/.gitignore
index 4b1a187..3dfddd3 100644
--- a/.gitignore
+++ b/.gitignore
@@ -241,5 +241,6 @@ cython_debug/
# ignore Datasets
**/datasets/
+**/datasets/**
**/bus.jpg
diff --git a/yolov11/datasets/coco8/LICENSE b/yolov11/datasets/coco8/LICENSE
deleted file mode 100644
index 9e419e0..0000000
--- a/yolov11/datasets/coco8/LICENSE
+++ /dev/null
@@ -1,674 +0,0 @@
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-PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS),
-EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
-SUCH DAMAGES.
-
- 17. Interpretation of Sections 15 and 16.
-
- If the disclaimer of warranty and limitation of liability provided
-above cannot be given local legal effect according to their terms,
-reviewing courts shall apply local law that most closely approximates
-an absolute waiver of all civil liability in connection with the
-Program, unless a warranty or assumption of liability accompanies a
-copy of the Program in return for a fee.
-
- END OF TERMS AND CONDITIONS
-
- How to Apply These Terms to Your New Programs
-
- If you develop a new program, and you want it to be of the greatest
-possible use to the public, the best way to achieve this is to make it
-free software which everyone can redistribute and change under these terms.
-
- To do so, attach the following notices to the program. It is safest
-to attach them to the start of each source file to most effectively
-state the exclusion of warranty; and each file should have at least
-the "copyright" line and a pointer to where the full notice is found.
-
-
- Copyright (C)
-
- This program is free software: you can redistribute it and/or modify
- it under the terms of the GNU General Public License as published by
- the Free Software Foundation, either version 3 of the License, or
- (at your option) any later version.
-
- This program is distributed in the hope that it will be useful,
- but WITHOUT ANY WARRANTY; without even the implied warranty of
- MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
- GNU General Public License for more details.
-
- You should have received a copy of the GNU General Public License
- along with this program. If not, see .
-
-Also add information on how to contact you by electronic and paper mail.
-
- If the program does terminal interaction, make it output a short
-notice like this when it starts in an interactive mode:
-
- Copyright (C)
- This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
- This is free software, and you are welcome to redistribute it
- under certain conditions; type `show c' for details.
-
-The hypothetical commands `show w' and `show c' should show the appropriate
-parts of the General Public License. Of course, your program's commands
-might be different; for a GUI interface, you would use an "about box".
-
- You should also get your employer (if you work as a programmer) or school,
-if any, to sign a "copyright disclaimer" for the program, if necessary.
-For more information on this, and how to apply and follow the GNU GPL, see
-.
-
- The GNU General Public License does not permit incorporating your program
-into proprietary programs. If your program is a subroutine library, you
-may consider it more useful to permit linking proprietary applications with
-the library. If this is what you want to do, use the GNU Lesser General
-Public License instead of this License. But first, please read
-.
\ No newline at end of file
diff --git a/yolov11/datasets/coco8/README.md b/yolov11/datasets/coco8/README.md
deleted file mode 100644
index ccedd12..0000000
--- a/yolov11/datasets/coco8/README.md
+++ /dev/null
@@ -1,12 +0,0 @@
-# Ultralytics COCO8 Dataset
-
-Ultralytics COCO8 is a small, but versatile object detection dataset composed of the first 8 images of the COCO train
-2017 set, 4 for training and 4 for validation. This dataset is ideal for testing and debugging object detection models,
-or for experimenting with new detection approaches. With 8 images, it is small enough to be easily manageable, yet
-diverse enough to test training pipelines for errors and act as a sanity check before training larger datasets.
-
-This dataset is intended for use with Ultralytics YOLOv8.
-
-Docs: https://docs.ultralytics.com
-Community: https://community.ultralytics.com
-GitHub: https://github.com/ultralytics/ultralytics
\ No newline at end of file
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diff --git a/yolov11/datasets/coco8/labels/train/000000000009.txt b/yolov11/datasets/coco8/labels/train/000000000009.txt
deleted file mode 100644
index 246934f..0000000
--- a/yolov11/datasets/coco8/labels/train/000000000009.txt
+++ /dev/null
@@ -1,8 +0,0 @@
-45 0.479492 0.688771 0.955609 0.5955
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-49 0.668297 0.226906 0.131281 0.146896
-49 0.642859 0.0792187 0.148063 0.148062
diff --git a/yolov11/datasets/coco8/labels/train/000000000025.txt b/yolov11/datasets/coco8/labels/train/000000000025.txt
deleted file mode 100644
index ef1c2a7..0000000
--- a/yolov11/datasets/coco8/labels/train/000000000025.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-23 0.770336 0.489695 0.335891 0.697559
-23 0.185977 0.901608 0.206297 0.129554
diff --git a/yolov11/datasets/coco8/labels/train/000000000030.txt b/yolov11/datasets/coco8/labels/train/000000000030.txt
deleted file mode 100644
index 9bc202a..0000000
--- a/yolov11/datasets/coco8/labels/train/000000000030.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-58 0.519219 0.451121 0.39825 0.75729
-75 0.501188 0.592138 0.26 0.456192
diff --git a/yolov11/datasets/coco8/labels/train/000000000034.txt b/yolov11/datasets/coco8/labels/train/000000000034.txt
deleted file mode 100644
index 6e29cf7..0000000
--- a/yolov11/datasets/coco8/labels/train/000000000034.txt
+++ /dev/null
@@ -1 +0,0 @@
-22 0.346211 0.493259 0.689422 0.892118
diff --git a/yolov11/datasets/coco8/labels/val.cache b/yolov11/datasets/coco8/labels/val.cache
deleted file mode 100644
index 56c11ed..0000000
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diff --git a/yolov11/datasets/coco8/labels/val/000000000036.txt b/yolov11/datasets/coco8/labels/val/000000000036.txt
deleted file mode 100644
index b113930..0000000
--- a/yolov11/datasets/coco8/labels/val/000000000036.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-25 0.475759 0.414523 0.951518 0.672422
-0 0.671279 0.617945 0.645759 0.726859
diff --git a/yolov11/datasets/coco8/labels/val/000000000042.txt b/yolov11/datasets/coco8/labels/val/000000000042.txt
deleted file mode 100644
index 84299af..0000000
--- a/yolov11/datasets/coco8/labels/val/000000000042.txt
+++ /dev/null
@@ -1 +0,0 @@
-16 0.606687 0.341381 0.544156 0.51
diff --git a/yolov11/datasets/coco8/labels/val/000000000049.txt b/yolov11/datasets/coco8/labels/val/000000000049.txt
deleted file mode 100644
index 13f779e..0000000
--- a/yolov11/datasets/coco8/labels/val/000000000049.txt
+++ /dev/null
@@ -1,9 +0,0 @@
-17 0.597835 0.63755 0.342283 0.36886
-17 0.324291 0.64808 0.219711 0.3164
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-0 0.385525 0.58557 0.14937 0.12586
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-58 0.622546 0.89961 0.185932 0.09446
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-0 0.510709 0.69215 0.0187927 0.04682
-0 0.929554 0.67602 0.0388451 0.01844
diff --git a/yolov11/datasets/coco8/labels/val/000000000061.txt b/yolov11/datasets/coco8/labels/val/000000000061.txt
deleted file mode 100644
index 9df9ab0..0000000
--- a/yolov11/datasets/coco8/labels/val/000000000061.txt
+++ /dev/null
@@ -1,5 +0,0 @@
-0 0.445688 0.480615 0.075125 0.117295
-0 0.640086 0.471742 0.0508281 0.0814344
-20 0.643211 0.558852 0.129828 0.097623
-20 0.459703 0.592121 0.22175 0.159242
-0 0.435383 0.45832 0.0534531 0.111025
diff --git a/yolov11/runs/detect/train/F1_curve.png b/yolov11/runs/detect/train/F1_curve.png
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diff --git a/yolov11/runs/detect/train/args.yaml b/yolov11/runs/detect/train/args.yaml
deleted file mode 100644
index 3643b48..0000000
--- a/yolov11/runs/detect/train/args.yaml
+++ /dev/null
@@ -1,106 +0,0 @@
-task: detect
-mode: train
-model: yolo12n.pt
-data: coco8.yaml
-epochs: 100
-time: null
-patience: 100
-batch: 16
-imgsz: 640
-save: true
-save_period: -1
-cache: false
-device: null
-workers: 8
-project: null
-name: train
-exist_ok: false
-pretrained: true
-optimizer: auto
-verbose: true
-seed: 0
-deterministic: true
-single_cls: false
-rect: false
-cos_lr: false
-close_mosaic: 10
-resume: false
-amp: true
-fraction: 1.0
-profile: false
-freeze: null
-multi_scale: false
-overlap_mask: true
-mask_ratio: 4
-dropout: 0.0
-val: true
-split: val
-save_json: false
-save_hybrid: false
-conf: null
-iou: 0.7
-max_det: 300
-half: false
-dnn: false
-plots: true
-source: null
-vid_stride: 1
-stream_buffer: false
-visualize: false
-augment: false
-agnostic_nms: false
-classes: null
-retina_masks: false
-embed: null
-show: false
-save_frames: false
-save_txt: false
-save_conf: false
-save_crop: false
-show_labels: true
-show_conf: true
-show_boxes: true
-line_width: null
-format: torchscript
-keras: false
-optimize: false
-int8: false
-dynamic: false
-simplify: true
-opset: null
-workspace: null
-nms: false
-lr0: 0.01
-lrf: 0.01
-momentum: 0.937
-weight_decay: 0.0005
-warmup_epochs: 3.0
-warmup_momentum: 0.8
-warmup_bias_lr: 0.1
-box: 7.5
-cls: 0.5
-dfl: 1.5
-pose: 12.0
-kobj: 1.0
-nbs: 64
-hsv_h: 0.015
-hsv_s: 0.7
-hsv_v: 0.4
-degrees: 0.0
-translate: 0.1
-scale: 0.5
-shear: 0.0
-perspective: 0.0
-flipud: 0.0
-fliplr: 0.5
-bgr: 0.0
-mosaic: 1.0
-mixup: 0.0
-copy_paste: 0.0
-copy_paste_mode: flip
-auto_augment: randaugment
-erasing: 0.4
-crop_fraction: 1.0
-cfg: null
-tracker: botsort.yaml
-save_dir: runs/detect/train
diff --git a/yolov11/runs/detect/train/confusion_matrix.png b/yolov11/runs/detect/train/confusion_matrix.png
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index 9edd419..0000000
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diff --git a/yolov11/runs/detect/train/labels.jpg b/yolov11/runs/detect/train/labels.jpg
deleted file mode 100644
index 612cea1..0000000
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diff --git a/yolov11/runs/detect/train/labels_correlogram.jpg b/yolov11/runs/detect/train/labels_correlogram.jpg
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index e2fade1..0000000
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diff --git a/yolov11/runs/detect/train/results.csv b/yolov11/runs/detect/train/results.csv
deleted file mode 100644
index 0ce1fa8..0000000
--- a/yolov11/runs/detect/train/results.csv
+++ /dev/null
@@ -1,101 +0,0 @@
-epoch,time,train/box_loss,train/cls_loss,train/dfl_loss,metrics/precision(B),metrics/recall(B),metrics/mAP50(B),metrics/mAP50-95(B),val/box_loss,val/cls_loss,val/dfl_loss,lr/pg0,lr/pg1,lr/pg2
-1,27.5912,1.09658,1.70068,1.44895,0.02637,0.21667,0.09246,0.05376,2.11711,4.99191,2.04051,0,0,0
-2,34.4643,1.02718,1.88689,1.2969,0.05755,0.31667,0.12194,0.06489,2.03712,4.73182,1.99278,1.17822e-06,1.17822e-06,1.17822e-06
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-5,46.4644,1.18711,1.78122,1.57886,0.11132,0.36667,0.25242,0.16783,1.86542,4.01523,1.84248,4.5715e-06,4.5715e-06,4.5715e-06
-6,50.3631,1.45587,3.10651,1.8679,0.38236,0.28333,0.26348,0.20402,1.86675,3.77193,1.81256,5.65548e-06,5.65548e-06,5.65548e-06
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