diff --git a/Makefile b/Makefile
new file mode 100644
index 0000000000000000000000000000000000000000..00dc64d7cf5a743c1fc074f9b8fcebb85c2a3e22
--- /dev/null
+++ b/Makefile
@@ -0,0 +1,2 @@
+train1:
+	python3 src/yolov5/train.py --img 640 --batch 16 --epochs 3 --data my-drone.yaml --weights projects/Detect_drone/exp27/weights/best.pt
\ No newline at end of file
diff --git a/data/labels/VID_20220208_150059.cache b/data/labels/VID_20220208_150059.cache
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new file mode 100644
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new file mode 100644
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new file mode 100644
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--- /dev/null
+++ b/data/labels/VID_20220208_150059/10.txt
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/data/labels/VID_20220208_150059/105.txt b/data/labels/VID_20220208_150059/105.txt
new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/data/labels/VID_20220208_150059/89.txt b/data/labels/VID_20220208_150059/89.txt
new file mode 100644
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diff --git a/data/labels/VID_20220208_150059/9.txt b/data/labels/VID_20220208_150059/9.txt
new file mode 100644
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diff --git a/data/labels/VID_20220208_150059/90.txt b/data/labels/VID_20220208_150059/90.txt
new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/src/yolov5/data/my-drone.yaml b/src/yolov5/data/my-drone.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..770b200102a17b7abb6f4c35686b10e1c4583128
--- /dev/null
+++ b/src/yolov5/data/my-drone.yaml
@@ -0,0 +1,10 @@
+
+# Train/val/test sets as 1) dir: path/to/imgs, 2) file: path/to/imgs.txt, or 3) list: [path/to/imgs1, path/to/imgs2, ..]
+path: ../../data # dataset root dir
+train: images/VID_20220208_150059 # train images (relative to 'path') 118287 images
+val: images/VID_20220208_150059 # train images (relative to 'path') 5000 images
+test: #test-dev2017.txt  # 20288 of 40670 images, submit to https://competitions.codalab.org/competitions/20794
+
+# Classes
+nc: 1  # number of classes
+names: [ 'Drone' ]  # class names
diff --git a/wandb/debug-internal.log b/wandb/debug-internal.log
new file mode 120000
index 0000000000000000000000000000000000000000..f65458780ae97f1657e74897cf3b7bc3fd6c5aaa
--- /dev/null
+++ b/wandb/debug-internal.log
@@ -0,0 +1 @@
+run-20220221_193329-32rw10gx/logs/debug-internal.log
\ No newline at end of file
diff --git a/wandb/debug.log b/wandb/debug.log
new file mode 120000
index 0000000000000000000000000000000000000000..7c223c9933a63db8fef35952443ca93a98a529d9
--- /dev/null
+++ b/wandb/debug.log
@@ -0,0 +1 @@
+run-20220221_193329-32rw10gx/logs/debug.log
\ No newline at end of file
diff --git a/wandb/latest-run b/wandb/latest-run
new file mode 120000
index 0000000000000000000000000000000000000000..1e6a8d56cf6437a4b0cc55aea93c3f1cd88710d7
--- /dev/null
+++ b/wandb/latest-run
@@ -0,0 +1 @@
+run-20220221_193329-32rw10gx
\ No newline at end of file
diff --git a/wandb/run-20220221_193329-32rw10gx/files/conda-environment.yaml b/wandb/run-20220221_193329-32rw10gx/files/conda-environment.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..f53d20f80eae3aa77dcece32f61d77e894ff2867
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/conda-environment.yaml
@@ -0,0 +1,96 @@
+name: PFE
+channels:
+  - defaults
+dependencies:
+  - _libgcc_mutex=0.1=main
+  - _openmp_mutex=4.5=1_gnu
+  - bzip2=1.0.8=h7b6447c_0
+  - ca-certificates=2021.10.26=h06a4308_2
+  - certifi=2021.10.8=py38h06a4308_2
+  - ld_impl_linux-64=2.35.1=h7274673_9
+  - libffi=3.3=he6710b0_2
+  - libgcc-ng=9.3.0=h5101ec6_17
+  - libgomp=9.3.0=h5101ec6_17
+  - libstdcxx-ng=9.3.0=hd4cf53a_17
+  - libuuid=1.0.3=h7f8727e_2
+  - ncurses=6.3=h7f8727e_2
+  - openssl=1.1.1m=h7f8727e_0
+  - pip=21.2.4=py38h06a4308_0
+  - python=3.8.12=h12debd9_0
+  - readline=8.1.2=h7f8727e_1
+  - setuptools=58.0.4=py38h06a4308_0
+  - sqlite=3.37.2=hc218d9a_0
+  - tk=8.6.11=h1ccaba5_0
+  - tzdata=2021e=hda174b7_0
+  - wheel=0.37.1=pyhd3eb1b0_0
+  - xz=5.2.5=h7b6447c_0
+  - zlib=1.2.11=h7f8727e_4
+  - pip:
+    - absl-py==1.0.0
+    - astunparse==1.6.3
+    - cachetools==5.0.0
+    - charset-normalizer==2.0.11
+    - click==8.0.3
+    - cycler==0.11.0
+    - docker-pycreds==0.4.0
+    - flatbuffers==2.0
+    - fonttools==4.29.1
+    - gast==0.5.3
+    - gitdb==4.0.9
+    - gitpython==3.1.26
+    - google-auth==2.6.0
+    - google-auth-oauthlib==0.4.6
+    - google-pasta==0.2.0
+    - grpcio==1.43.0
+    - h5py==3.6.0
+    - idna==3.3
+    - importlib-metadata==4.10.1
+    - keras==2.8.0
+    - keras-preprocessing==1.1.2
+    - kiwisolver==1.3.2
+    - libclang==13.0.0
+    - markdown==3.3.6
+    - matplotlib==3.5.1
+    - numpy==1.22.2
+    - oauthlib==3.2.0
+    - opencv-python==4.5.5.62
+    - opt-einsum==3.3.0
+    - packaging==21.3
+    - pandas==1.4.0
+    - pathtools==0.1.2
+    - pillow==9.0.1
+    - promise==2.3
+    - protobuf==3.19.4
+    - psutil==5.9.0
+    - pyparsing==3.0.7
+    - python-dateutil==2.8.2
+    - pytz==2021.3
+    - pyyaml==6.0
+    - requests==2.27.1
+    - requests-oauthlib==1.3.1
+    - rsa==4.8
+    - scipy==1.8.0
+    - seaborn==0.11.2
+    - sentry-sdk==1.5.5
+    - shortuuid==1.0.8
+    - six==1.16.0
+    - smmap==5.0.0
+    - tensorboard==2.8.0
+    - tensorboard-data-server==0.6.1
+    - tensorboard-plugin-wit==1.8.1
+    - tensorflow==2.8.0
+    - tensorflow-io-gcs-filesystem==0.24.0
+    - termcolor==1.1.0
+    - tf-estimator-nightly==2.8.0.dev2021122109
+    - thop==0.0.31-2005241907
+    - torch==1.10.2+cpu
+    - torchaudio==0.10.2+cpu
+    - torchvision==0.11.3+cpu
+    - tqdm==4.62.3
+    - urllib3==1.26.8
+    - wandb==0.12.10
+    - werkzeug==2.0.3
+    - wrapt==1.13.3
+    - yaspin==2.1.0
+    - zipp==3.7.0
+prefix: /opt/anaconda/envs/PFE
diff --git a/wandb/run-20220221_193329-32rw10gx/files/config.yaml b/wandb/run-20220221_193329-32rw10gx/files/config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d5d6488b0c3f873c43396a1a4b4bc44dd2c0af12
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/config.yaml
@@ -0,0 +1,178 @@
+wandb_version: 1
+
+_wandb:
+  desc: null
+  value:
+    bounding_box/class_labels:
+      BoundingBoxDebugger_wandb_delimeter_predictions:
+        key: BoundingBoxDebugger_wandb_delimeter_predictions
+        type: bounding_box/class_labels
+        value:
+          '0': Drone
+    cli_version: 0.12.10
+    framework: torch
+    is_jupyter_run: false
+    is_kaggle_kernel: false
+    python_version: 3.8.12
+    start_time: 1645468409
+    t:
+      1:
+      - 1
+      - 2
+      - 3
+      3:
+      - 16
+      4: 3.8.12
+      5: 0.12.10
+      8:
+      - 5
+artifact_alias:
+  desc: null
+  value: latest
+batch_size:
+  desc: null
+  value: 16
+bbox_interval:
+  desc: null
+  value: -1
+bucket:
+  desc: null
+  value: ''
+cache:
+  desc: null
+  value: null
+cfg:
+  desc: null
+  value: ''
+cos_lr:
+  desc: null
+  value: false
+data:
+  desc: null
+  value: /home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/src/yolov5/data/my-drone.yaml
+data_dict:
+  desc: null
+  value:
+    names:
+    - Drone
+    nc: 1
+    path: ../../data
+    test: null
+    train: /home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/data/images/VID_20220208_150059
+    val: /home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/data/images/VID_20220208_150059
+device:
+  desc: null
+  value: ''
+entity:
+  desc: null
+  value: null
+epochs:
+  desc: null
+  value: 3
+evolve:
+  desc: null
+  value: null
+exist_ok:
+  desc: null
+  value: false
+freeze:
+  desc: null
+  value:
+  - 0
+hyp:
+  desc: null
+  value:
+    anchor_t: 4.0
+    box: 0.05
+    cls: 0.5
+    cls_pw: 1.0
+    copy_paste: 0.0
+    degrees: 0.0
+    fl_gamma: 0.0
+    fliplr: 0.5
+    flipud: 0.0
+    hsv_h: 0.015
+    hsv_s: 0.7
+    hsv_v: 0.4
+    iou_t: 0.2
+    lr0: 0.01
+    lrf: 0.1
+    mixup: 0.0
+    momentum: 0.937
+    mosaic: 1.0
+    obj: 1.0
+    obj_pw: 1.0
+    perspective: 0.0
+    scale: 0.5
+    shear: 0.0
+    translate: 0.1
+    warmup_bias_lr: 0.1
+    warmup_epochs: 3.0
+    warmup_momentum: 0.8
+    weight_decay: 0.0005
+image_weights:
+  desc: null
+  value: false
+imgsz:
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_10.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_10.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..b58062295e8adee79bbe544da56b7e442fa3164f
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_10.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_100.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_100.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..2e088eaca3064fd6f76f4f9fde6aa88f00fa1124
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_100.boxes2D.json
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_110.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_110.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..eaa2ce43ac090c6c75357a6cce468bdacafd9c4c
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_110.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_120.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_120.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..8aabf46079bf05e54ae4e99111859dc31117dd8c
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_120.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_130.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_130.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..9cd07e6ad26cf9007d6f4a91ed598a2972e40332
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_130.boxes2D.json
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_140.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_140.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..4e28bdcb6008eb751f83ceeaa229ea112b12bb82
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_140.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_150.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_150.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..1b2a34c0bf18a1820983fd1f2dd3a87f36784dac
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_150.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_20.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_20.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..3eac6b5f2010f34327a2b404d6d5e5accc221c4d
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_20.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_30.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_30.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..446a83e807f8a0a9005af5bfcc1e1c011d5bcc40
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_30.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_40.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_40.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..b3330ea7a1d799a788fbdc2be43cf52e8fd39ea4
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+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_40.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_50.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_50.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..99c71b31a7ae777171bc29e88c3dfa0e5f66aaf3
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_50.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_60.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_60.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..4a51a393c945e9d0533e5b67c9bd303d81d83e41
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_60.boxes2D.json
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_70.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_70.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..5e967b62cca77dcb2a1dab0e08867cedab13ebd5
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_70.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_80.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_80.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..07d1ded25cba6a518b430ce0864bb8c10a016268
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_80.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_90.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_90.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..1cf81b30227f9bfe643e9342b2869fa114c63d6f
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_0_90.boxes2D.json
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\ No newline at end of file
diff --git a/wandb/run-20220221_193329-32rw10gx/files/output.log b/wandb/run-20220221_193329-32rw10gx/files/output.log
new file mode 100644
index 0000000000000000000000000000000000000000..168dc6019332b9bf4dff1fb2e58c37625a3eb715
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/output.log
@@ -0,0 +1,81 @@
+                 from  n    params  module                                  arguments
+  0                -1  1      3520  models.common.Focus                     [3, 32, 3]
+  1                -1  1     18560  models.common.Conv                      [32, 64, 3, 2]
+  2                -1  1     18816  models.common.C3                        [64, 64, 1]
+  3                -1  1     73984  models.common.Conv                      [64, 128, 3, 2]
+  4                -1  3    156928  models.common.C3                        [128, 128, 3]
+  5                -1  1    295424  models.common.Conv                      [128, 256, 3, 2]
+  6                -1  3    625152  models.common.C3                        [256, 256, 3]
+  7                -1  1   1180672  models.common.Conv                      [256, 512, 3, 2]
+  8                -1  1    656896  models.common.SPP                       [512, 512, [5, 9, 13]]
+  9                -1  1   1182720  models.common.C3                        [512, 512, 1, False]
+ 10                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]
+ 11                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']
+ 12           [-1, 6]  1         0  models.common.Concat                    [1]
+ 13                -1  1    361984  models.common.C3                        [512, 256, 1, False]
+ 14                -1  1     33024  models.common.Conv                      [256, 128, 1, 1]
+ 15                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']
+ 16           [-1, 4]  1         0  models.common.Concat                    [1]
+ 17                -1  1     90880  models.common.C3                        [256, 128, 1, False]
+ 18                -1  1    147712  models.common.Conv                      [128, 128, 3, 2]
+ 19          [-1, 14]  1         0  models.common.Concat                    [1]
+ 20                -1  1    296448  models.common.C3                        [256, 256, 1, False]
+ 21                -1  1    590336  models.common.Conv                      [256, 256, 3, 2]
+ 22          [-1, 10]  1         0  models.common.Concat                    [1]
+ 23                -1  1   1182720  models.common.C3                        [512, 512, 1, False]
+ 24      [17, 20, 23]  1     16182  models.yolo.Detect                      [1, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
+Model Summary: 283 layers, 7063542 parameters, 7063542 gradients, 16.4 GFLOPs
+Transferred 361/361 items from projects/Detect_drone/exp27/weights/best.pt
+Scaled weight_decay = 0.0005
+optimizer: SGD with parameter groups 59 weight (no decay), 62 weight, 62 bias
+train: Scanning '/home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/data/labels/VID_20220208_150059.cache' images and labels... 316 found, 0 missing, 0 empty, 0 corrupt: 100%|█████████████████████████████████| 316/316 [00:00<?, ?it/s]
+val: Scanning '/home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/data/labels/VID_20220208_150059.cache' images and labels... 316 found, 0 missing, 0 empty, 0 corrupt: 100%|███████████████████████████████████| 316/316 [00:00<?, ?it/s]
+Plotting labels to src/yolov5/runs/train/exp4/labels.jpg...
+AutoAnchor: 4.09 anchors/target, 1.000 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
+Image sizes 640 train, 640 val
+Using 8 dataloader workers
+Logging results to src/yolov5/runs/train/exp4
+Starting training for 3 epochs...
+     Epoch   gpu_mem       box       obj       cls    labels  img_size
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+       0/2        0G   0.09347   0.06781         0       152       640: 100%|██████████| 20/20 [02:42<00:00,  8.11s/it]
+
+
+
+
+
+
+
+
+
+               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100%|██████████| 10/10 [00:35<00:00,  3.59s/it]
+                 all        316       2025       0.49      0.424      0.415      0.158
+     Epoch   gpu_mem       box       obj       cls    labels  img_size
+
+
+
+
+
+
+
+
+
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new file mode 100644
index 0000000000000000000000000000000000000000..482770f57ac11693a82b2b58023c893adca39d04
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+    "root": "/home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE",
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