YOLO bounding boxes: Example 1
In this notebook, we train a YOLO model to reconize objects defined as ROIs in SimBA.
Specifically, we train an ROI model to recognize two different objects in a rat novel-object recognition task.
[12]:
!pip show ultralytics
Name: ultralytics
Version: 8.3.19
Summary: Ultralytics YOLO 🚀 for SOTA object detection, multi-object tracking, instance segmentation, pose estimation and image classification.
Home-page: https://ultralytics.com
Author:
Author-email: Glenn Jocher <glenn.jocher@ultralytics.com>, Jing Qiu <jing.qiu@ultralytics.com>
License: AGPL-3.0
Location: /home/simon/miniconda3/envs/simba_310/lib/python3.10/site-packages
Requires: matplotlib, numpy, opencv-python, pandas, pillow, psutil, py-cpuinfo, pyyaml, requests, scipy, seaborn, torch, torchvision, tqdm, ultralytics-thop
Required-by:
[2]:
!pip show simba-uw-tf-dev
Name: Simba-UW-tf-dev
Version: 2.3.4
Summary: Toolkit for computer classification and analysis of behaviors in experimental animals
Home-page: https://github.com/sgoldenlab/simba
Author: Simon Nilsson, Jia Jie Choong, Sophia Hwang
Author-email: sronilsson@gmail.com
License: GNU General Public License v3 (GPLv3)
Location: /home/simon/miniconda3/envs/simba_310/lib/python3.10/site-packages
Requires: cefpython3, dash, dash-color-picker, dash-colorscales, dash-core-components, dash-html-components, dtreeviz, eli5, ffmpeg-python, geos, graphviz, h5py, imbalanced-learn, imgaug, imutils, joblib, kaleido, matplotlib, numba, numexpr, numpy, opencv-python, pandas, Pillow, plotly, psutil, pyarrow, pyglet, pyyaml, scikit-image, scikit-learn, scipy, seaborn, shap, shapely, statsmodels, tables, tabulate, tqdm, trafaret, xgboost, xlrd, yellowbrick
Required-by:
[9]:
import os
from simba.bounding_box_tools.yolo.model import fit_yolo, inference_yolo
from simba.bounding_box_tools.yolo.visualize import YOLOVisualizer
from simba.third_party_label_appenders.converters import simba_rois_to_yolo, split_yolo_train_test_val
from ipywidgets import Video
from IPython.display import HTML
[4]:
# FIRST WE CREATE SOME YOLO FORMATED DATA LABELS AND EXTRACT THEIR ASSOCIATED IMAGES FROM THE VIDEOS AND SIMBA ROI DEFINITIONS
ROI_PATH = r"/mnt/c/troubleshooting/RAT_NOR/project_folder/logs/measures/ROI_definitions.h5"
VIDEO_DIR = r'/mnt/c/troubleshooting/RAT_NOR/project_folder/videos' #DIRECTORY HOLDING THE VIDEOS WITH DEFINED ROI'S
YOLO_SAVE_DIR = r"/mnt/c/troubleshooting/yolo_data" # DIRECTORY WHICH SHOULD STORE THE YOLO FORMATED DATA
VIDEO_FRAME_COUNT = 200 # THE NUMBER OF LABELS WE SHOULD CREATE FROM EACH VIDEO
GREYSCALE = False #IF THE VIDEOS ARE IN COLOR, CONVERT THE YOLO IMAGES TO GREYSCALE OR NOT
#WE CREATE THE YOLO DATASET BASED ON THE ABOVE DEFINITIONS
simba_rois_to_yolo(roi_path=ROI_PATH, video_dir=VIDEO_DIR, save_dir=YOLO_SAVE_DIR, roi_frm_cnt=VIDEO_FRAME_COUNT, greyscale=GREYSCALE, verbose=True, obb=True)
Reading in ROI geometries...
Reading ROI geometries for video 03152021_NOB_IOT_8... (1/3)
Reading ROI geometries for video 08092021_DOT_Rat9_10(2)... (2/3)
Reading ROI geometries for video 08102021_DOT_Rat7_8(2)... (3/3)
Reading ROI coordinates ...
Reading ROI coordinates for video 03152021_NOB_IOT_8... (1/3)
Reading ROI coordinates for video 08092021_DOT_Rat9_10(2)... (2/3)
Reading ROI coordinates for video 08102021_DOT_Rat7_8(2)... (3/3)
Reading ROI images ...
Reading ROI images for video 03152021_NOB_IOT_8... (1/3)
Reading ROI images for video 08092021_DOT_Rat9_10(2)... (2/3)
Reading ROI images for video 08102021_DOT_Rat7_8(2)... (3/3)
SIMBA COMPLETE: yolo ROI data saved in /mnt/c/troubleshooting/yolo_data (elapsed time: 28.9579s) complete
[5]:
#NEXT, WE SPLIT THE DATA CREATED IN THE PRIOR CELL INTO DATA FOR TRAINING, TESTING AND VALIDATION.
YOLO_TRAINING_DIR = r"/mnt/c/troubleshooting/yolo_data_split" # DIRECTORY WHERE WE SHOULD STORE THE SLIP DATA.
#WE SPLIT THE DATA BASED ON ABOVE DEFINITIONS
split_yolo_train_test_val(data_dir=YOLO_SAVE_DIR, save_dir=YOLO_TRAINING_DIR, verbose=False)
[6]:
#NEXT, WE TRAIN A YOLO MODEL BASED ON THE SPLIT DATA
INITIAL_WEIGHTS_PATH = r'/mnt/c/troubleshooting/coco_data/weights/yolov8n-obb.pt' #SOME INITIAL WEIGHTS TO START WITH, THEY CAN BE DOWNLOADED AT https://huggingface.co/Ultralytics
MODEL_SAVE_DIR = "/mnt/c/troubleshooting/yolo_mdl" #DIRECTORY WHERE TO SAVE THE TRAINED MODEL AND PERFORMANCE STATISTICS
EPOCHS = 25 # HOW MANY EPOCHS TO TRAIN THE MODEL FOR
BATCH = 16 # THE NUMBER OF OBSERVATIONS IN EACH ITERATION
#WE TRAIN THE MODEL BASED ON ABOVE DEFINITIONS
fit_yolo(initial_weights=INITIAL_WEIGHTS_PATH, model_yaml=os.path.join(YOLO_TRAINING_DIR, 'map.yaml'), save_path=MODEL_SAVE_DIR, epochs=EPOCHS, batch=BATCH, plots=True)
New https://pypi.org/project/ultralytics/8.3.31 available 😃 Update with 'pip install -U ultralytics'
Ultralytics 8.3.19 🚀 Python-3.10.15 torch-2.5.0+cu124 CUDA:0 (NVIDIA GeForce RTX 4070, 12282MiB)
engine/trainer: task=obb, mode=train, model=/mnt/c/troubleshooting/coco_data/weights/yolov8n-obb.pt, data=/mnt/c/troubleshooting/yolo_data_split/map.yaml, epochs=25, time=None, patience=100, batch=16, imgsz=1024, save=True, save_period=-1, cache=False, device=None, workers=8, project=/mnt/c/troubleshooting/yolo_mdl, 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=None, multi_scale=False, overlap_mask=True, mask_ratio=4, dropout=0.0, val=True, split=val, save_json=False, save_hybrid=False, conf=None, iou=0.7, max_det=300, half=False, dnn=False, plots=True, source=None, vid_stride=1, stream_buffer=False, visualize=False, augment=False, agnostic_nms=False, classes=None, retina_masks=False, embed=None, 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=None, format=torchscript, keras=False, optimize=False, int8=False, dynamic=False, simplify=True, opset=None, workspace=4, 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, label_smoothing=0.0, 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=None, tracker=botsort.yaml, save_dir=/mnt/c/troubleshooting/yolo_mdl/train
Overriding model.yaml nc=15 with nc=2
from n params module arguments
0 -1 1 464 ultralytics.nn.modules.conv.Conv [3, 16, 3, 2]
1 -1 1 4672 ultralytics.nn.modules.conv.Conv [16, 32, 3, 2]
2 -1 1 7360 ultralytics.nn.modules.block.C2f [32, 32, 1, True]
3 -1 1 18560 ultralytics.nn.modules.conv.Conv [32, 64, 3, 2]
4 -1 2 49664 ultralytics.nn.modules.block.C2f [64, 64, 2, True]
5 -1 1 73984 ultralytics.nn.modules.conv.Conv [64, 128, 3, 2]
6 -1 2 197632 ultralytics.nn.modules.block.C2f [128, 128, 2, True]
7 -1 1 295424 ultralytics.nn.modules.conv.Conv [128, 256, 3, 2]
8 -1 1 460288 ultralytics.nn.modules.block.C2f [256, 256, 1, True]
9 -1 1 164608 ultralytics.nn.modules.block.SPPF [256, 256, 5]
10 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
11 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1]
12 -1 1 148224 ultralytics.nn.modules.block.C2f [384, 128, 1]
13 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
14 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1]
15 -1 1 37248 ultralytics.nn.modules.block.C2f [192, 64, 1]
16 -1 1 36992 ultralytics.nn.modules.conv.Conv [64, 64, 3, 2]
17 [-1, 12] 1 0 ultralytics.nn.modules.conv.Concat [1]
18 -1 1 123648 ultralytics.nn.modules.block.C2f [192, 128, 1]
19 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2]
20 [-1, 9] 1 0 ultralytics.nn.modules.conv.Concat [1]
21 -1 1 493056 ultralytics.nn.modules.block.C2f [384, 256, 1]
22 [15, 18, 21] 1 823369 ultralytics.nn.modules.head.OBB [2, 1, [64, 128, 256]]
YOLOv8n-obb summary: 250 layers, 3,082,905 parameters, 3,082,889 gradients, 8.4 GFLOPs
Transferred 391/397 items from pretrained weights
Freezing layer 'model.22.dfl.conv.weight'
AMP: running Automatic Mixed Precision (AMP) checks...
AMP: checks passed ✅
train: Scanning /mnt/c/troubleshooting/yolo_data_split/labels/train... 420 images, 0 backgrounds, 0 corrupt: 100%|██████████| 420/420 [00:01<00:00, 266.70it/s]
train: New cache created: /mnt/c/troubleshooting/yolo_data_split/labels/train.cache
val: Scanning /mnt/c/troubleshooting/yolo_data_split/labels/val... 60 images, 0 backgrounds, 0 corrupt: 100%|██████████| 60/60 [00:00<00:00, 189.84it/s]
val: New cache created: /mnt/c/troubleshooting/yolo_data_split/labels/val.cache
Plotting labels to /mnt/c/troubleshooting/yolo_mdl/train/labels.jpg...
optimizer: 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically...
optimizer: AdamW(lr=0.001667, momentum=0.9) with parameter groups 63 weight(decay=0.0), 73 weight(decay=0.0005), 72 bias(decay=0.0)
Image sizes 1024 train, 1024 val
Using 8 dataloader workers
Logging results to /mnt/c/troubleshooting/yolo_mdl/train
Starting training for 25 epochs...
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
1/25 5.25G 0.899 2.696 1.367 5 1024: 100%|██████████| 27/27 [00:05<00:00, 4.77it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 25%|██▌ | 1/4 [00:00<00:01, 1.79it/s]
WARNING ⚠️ NMS time limit 2.800s exceeded
Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 2/4 [00:04<00:04, 2.43s/it]
WARNING ⚠️ NMS time limit 2.800s exceeded
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 4/4 [00:12<00:00, 3.14s/it]
all 60 120 0.969 0.633 0.636 0.546
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
2/25 5.23G 0.476 1.001 1.069 5 1024: 100%|██████████| 27/27 [00:05<00:00, 5.33it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 4/4 [00:01<00:00, 2.12it/s]
all 60 120 0.999 1 0.995 0.932
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
3/25 5.23G 0.4266 0.6343 1.064 14 1024: 100%|██████████| 27/27 [00:04<00:00, 5.76it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 4/4 [00:00<00:00, 7.78it/s]
all 60 120 0.995 1 0.995 0.946
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
4/25 5.23G 0.3595 0.4666 1.046 15 1024: 100%|██████████| 27/27 [00:04<00:00, 6.13it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 4/4 [00:00<00:00, 7.96it/s]
all 60 120 0.999 1 0.995 0.977
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
5/25 5.24G 0.3487 0.4051 1.062 17 1024: 100%|██████████| 27/27 [00:03<00:00, 6.98it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 4/4 [00:00<00:00, 10.19it/s]
all 60 120 0.998 1 0.995 0.989
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
6/25 5.23G 0.3117 0.3458 1.059 11 1024: 100%|██████████| 27/27 [00:04<00:00, 6.55it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 4/4 [00:00<00:00, 10.34it/s]
all 60 120 0.999 1 0.995 0.994
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
7/25 5.23G 0.2955 0.322 1.074 18 1024: 100%|██████████| 27/27 [00:04<00:00, 5.92it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 4/4 [00:00<00:00, 9.79it/s]
all 60 120 0.999 1 0.995 0.994
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
8/25 5.24G 0.2756 0.2925 1.072 17 1024: 100%|██████████| 27/27 [00:04<00:00, 6.16it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 4/4 [00:00<00:00, 9.30it/s]
all 60 120 0.999 1 0.995 0.995
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
9/25 5.24G 0.2503 0.2662 1.057 12 1024: 100%|██████████| 27/27 [00:04<00:00, 6.41it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 4/4 [00:00<00:00, 9.34it/s]
all 60 120 0.999 1 0.995 0.995
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
10/25 5.23G 0.26 0.2644 1.086 8 1024: 100%|██████████| 27/27 [00:04<00:00, 6.42it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 4/4 [00:00<00:00, 10.05it/s]
all 60 120 0.999 1 0.995 0.995
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
11/25 5.23G 0.2421 0.2467 1.063 14 1024: 100%|██████████| 27/27 [00:03<00:00, 7.54it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 4/4 [00:00<00:00, 10.08it/s]
all 60 120 0.999 1 0.995 0.995
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
12/25 5.24G 0.2085 0.2286 1.041 17 1024: 100%|██████████| 27/27 [00:04<00:00, 6.56it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 4/4 [00:00<00:00, 10.46it/s]
all 60 120 0.999 1 0.995 0.995
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
13/25 5.24G 0.2218 0.2307 1.086 13 1024: 100%|██████████| 27/27 [00:04<00:00, 6.44it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 4/4 [00:00<00:00, 9.67it/s]
all 60 120 0.999 1 0.995 0.995
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
14/25 5.24G 0.2142 0.2227 1.066 14 1024: 100%|██████████| 27/27 [00:04<00:00, 6.31it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 4/4 [00:00<00:00, 11.00it/s]
all 60 120 0.999 1 0.995 0.995
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
15/25 5.23G 0.2082 0.218 1.065 12 1024: 100%|██████████| 27/27 [00:04<00:00, 6.30it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 4/4 [00:00<00:00, 10.49it/s]
all 60 120 0.999 1 0.995 0.995
Closing dataloader mosaic
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
16/25 5.24G 0.16 0.1793 0.9481 8 1024: 100%|██████████| 27/27 [00:04<00:00, 5.46it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 4/4 [00:00<00:00, 10.77it/s]
all 60 120 0.999 1 0.995 0.995
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
17/25 5.23G 0.1533 0.1753 0.9531 8 1024: 100%|██████████| 27/27 [00:04<00:00, 6.35it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 4/4 [00:00<00:00, 10.08it/s]
all 60 120 0.999 1 0.995 0.995
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
18/25 5.23G 0.1379 0.1591 0.9468 8 1024: 100%|██████████| 27/27 [00:04<00:00, 6.30it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 4/4 [00:00<00:00, 9.98it/s]
all 60 120 0.999 1 0.995 0.995
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
19/25 5.22G 0.123 0.1515 0.9423 8 1024: 100%|██████████| 27/27 [00:04<00:00, 6.42it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 4/4 [00:00<00:00, 9.64it/s]
all 60 120 0.999 1 0.995 0.995
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
20/25 5.24G 0.125 0.1491 0.9485 8 1024: 100%|██████████| 27/27 [00:04<00:00, 6.10it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 4/4 [00:00<00:00, 10.58it/s]
all 60 120 0.999 1 0.995 0.995
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
21/25 5.23G 0.1214 0.1463 0.9302 8 1024: 100%|██████████| 27/27 [00:04<00:00, 6.36it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 4/4 [00:00<00:00, 10.63it/s]
all 60 120 0.999 1 0.995 0.995
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
22/25 5.23G 0.1212 0.1419 0.9371 8 1024: 100%|██████████| 27/27 [00:04<00:00, 6.49it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 4/4 [00:00<00:00, 11.06it/s]
all 60 120 0.999 1 0.995 0.995
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
23/25 5.22G 0.1078 0.1364 0.9303 8 1024: 100%|██████████| 27/27 [00:04<00:00, 6.43it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 4/4 [00:00<00:00, 10.28it/s]
all 60 120 0.999 1 0.995 0.995
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
24/25 5.24G 0.1057 0.1351 0.95 8 1024: 100%|██████████| 27/27 [00:03<00:00, 7.58it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 4/4 [00:00<00:00, 10.71it/s]
all 60 120 0.999 1 0.995 0.995
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
25/25 5.23G 0.09872 0.1321 0.9384 8 1024: 100%|██████████| 27/27 [00:04<00:00, 6.40it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 4/4 [00:00<00:00, 10.21it/s]
all 60 120 0.999 1 0.995 0.995
25 epochs completed in 0.040 hours.
Optimizer stripped from /mnt/c/troubleshooting/yolo_mdl/train/weights/last.pt, 7.0MB
Optimizer stripped from /mnt/c/troubleshooting/yolo_mdl/train/weights/best.pt, 7.0MB
Validating /mnt/c/troubleshooting/yolo_mdl/train/weights/best.pt...
Ultralytics 8.3.19 🚀 Python-3.10.15 torch-2.5.0+cu124 CUDA:0 (NVIDIA GeForce RTX 4070, 12282MiB)
YOLOv8n-obb summary (fused): 187 layers, 3,077,609 parameters, 0 gradients, 8.3 GFLOPs
Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 4/4 [00:00<00:00, 4.72it/s]
all 60 120 0.999 1 0.995 0.995
RED_RECTANGLE 60 60 0.999 1 0.995 0.995
YELLOW_RECTANGLE 60 60 0.999 1 0.995 0.995
Speed: 0.4ms preprocess, 4.5ms inference, 0.0ms loss, 2.4ms postprocess per image
Results saved to /mnt/c/troubleshooting/yolo_mdl/train
[7]:
#NEXT, WE USE THE TRAINED MODEL TO FIND THE ROIS IN A NEW VIDEO
INFERENCE_RESULTS = "/mnt/c/troubleshooting/yolo_results" #DIRECTORY WHERE TO STORE THE RESULTS IN CSV FORMAT
VIDEO_PATH = r'/mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4' #PATH TO VIDEO TO ANALYZE
BATCH = 16 # THE NUMBER OF OBSERVATIONS (IMAGES) TO ANALYZE IN EACH ITERATION
GPU = False #IF True, THEN ANALYZE THE VIDEO FRAME ON THE GPU
inference_yolo(weights_path=os.path.join(MODEL_SAVE_DIR, 'train', 'weights', 'best.pt'), video_path=VIDEO_PATH, verbose=True, save_dir=INFERENCE_RESULTS, gpu=GPU, batch_size=BATCH)
video 1/1 (frame 1/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 3.6ms
video 1/1 (frame 2/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 3.6ms
video 1/1 (frame 3/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 3.6ms
video 1/1 (frame 4/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 3.6ms
video 1/1 (frame 5/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 3.6ms
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video 1/1 (frame 502/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 503/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 504/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 505/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 506/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 507/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 508/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 509/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 510/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 511/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 512/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 513/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 514/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 515/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 516/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 517/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 518/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 519/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 520/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 521/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 522/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 523/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 524/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 525/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 526/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 527/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 528/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 529/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 530/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 531/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 532/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 533/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 534/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 535/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 536/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 537/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 538/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 539/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 540/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 541/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 542/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 543/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 544/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 1.7ms
video 1/1 (frame 545/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.1ms
video 1/1 (frame 546/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.1ms
video 1/1 (frame 547/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.1ms
video 1/1 (frame 548/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.1ms
video 1/1 (frame 549/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.1ms
video 1/1 (frame 550/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.1ms
video 1/1 (frame 551/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.1ms
video 1/1 (frame 552/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.1ms
video 1/1 (frame 553/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.1ms
video 1/1 (frame 554/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.1ms
video 1/1 (frame 555/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.1ms
video 1/1 (frame 556/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.1ms
video 1/1 (frame 557/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.1ms
video 1/1 (frame 558/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.1ms
video 1/1 (frame 559/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.1ms
video 1/1 (frame 560/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.1ms
video 1/1 (frame 561/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 562/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 563/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 564/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 565/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 566/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 567/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 568/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 569/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 570/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 571/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 572/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 573/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 574/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 575/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 576/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 577/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 578/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 579/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 580/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 581/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 582/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 583/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 584/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 585/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 586/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 587/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 588/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 589/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 590/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 591/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 592/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 2.0ms
video 1/1 (frame 593/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 5.6ms
video 1/1 (frame 594/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 5.6ms
video 1/1 (frame 595/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 5.6ms
video 1/1 (frame 596/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 5.6ms
video 1/1 (frame 597/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 5.6ms
video 1/1 (frame 598/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 5.6ms
video 1/1 (frame 599/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 5.6ms
video 1/1 (frame 600/600) /mnt/c/troubleshooting/RAT_NOR/project_folder/videos/clipped/03152021_NOB_IOT_8_clipped.mp4: 576x1024 5.6ms
Speed: 2.3ms preprocess, 2.1ms inference, 1.6ms postprocess per image at shape (16, 3, 576, 1024)
SIMBA COMPLETE: YOLO results saved in /mnt/c/troubleshooting/yolo_results directory (elapsed time: 4.7554s) complete
[11]:
#EXPECTED RESULTS
video_url = 'https://raw.githubusercontent.com/sgoldenlab/simba/master/docs/_static/img/YOLOVisualizer.webm'
HTML(f''' <video width="600" height="600" controls> <source src="{video_url}" type="video/mp4"> </video>
''')
[11]:
[ ]: