Image Bounding Box Annotation

I need a reliable partner to go through my image set and draw tight, well-aligned bounding boxes around two classes only—People and Vehicles. Every image must be reviewed, the boxes placed accurately, and the resulting coordinates exported in a consistent file I can feed straight into my training pipeline (JSON, XML or YOLO txt—let me know which you prefer, I’m flexible as long as the formatting is uniform).

Deliverables
• All original images unchanged
• A matching annotation file for each image or one consolidated file, clearly mapping every bounding box to its class label (“person”, “vehicle”).
• A quick spot-check report summarising total images processed and any edge cases you encountered.

Quality is far more important than speed; missed objects or sloppy boxes will force a re-run, so please have a solid eye for detail and experience with common annotation tools such as LabelImg, CVAT or Roboflow. If this sounds straightforward for you, tell me how many images you can comfortably handle per day and your preferred tool, and we can get started right away.