In a single class object detection setting, the meaning of precision and recall is pretty obvious. However, in multiclass settings, it becomes ambiguous, and a choice must be made. which kind of precision/recall are you using? Are you using macro-averaged precision and recall, or micro-avera...
Intersection over union (IoU) is a common evaluation metric used in object detection models. A bounding box is the quadrate output demarcating a detected object as predicted by the model. IoU calculates the ratio of two bounding boxes’ area of intersection (that is, area of boxes’ overlappi...
Here is an example to make all things above clear: They contain 12 detection (red boxes) and 9 ground truths (green). Each detection has a class marked by a letter and the model confidence. In this example, consider that all the detections are of the same object class, and the IoU th...
A microburst occurs when a large amount of burst data is received in milliseconds. Typical microbursts last for 1 to 100 milliseconds, so that the instantaneous burst data rate is tens or hundreds times the average data rate or even exceeds the port bandwidth. The NMS or network performance...
A microburst occurs when a large amount of burst data is received in milliseconds. Typical microbursts last for 1 to 100 milliseconds, so that the instantaneous burst data rate is tens or hundreds times the average data rate or even exceeds the port bandwidth. The NMS or network performance ...
The highlighted blue plot is the performance of YOLOv11 and as we can see that it has surpassed pretty much all the yolo model or the series on mean average precision on COCO dataset and on inference speed as plotted on the x-axis. Tasks Supported by YOLOv11 Object Detection:- Locating...
YOLOS - You Only Look At One Sequence is the newest, and potentially most impactful, iteration on the YOLO family of object detection models.
The YOLOv6 model is benchmarked on the Tesla V100 GPU, where it is shown to model the COCO dataset more accurately than YOLOv5 at comparable inference speeds. In the chart below, we can see the frames per second against mean average precision for different model sizes of YOLOv6 and YOLOv5...
As it is shown in the first part of this short essay, duality plus conservation laws allow the violation of Bell’s inequalities for any spatio-temporal separation. To dig deeper into particle dualism, in the second part, a class of models is proposed as a working framework. It encompasses...
This is useful when the outcome is binary, meaning there are only two possible states or categories. This approach is used in decisions where a clear distinction is needed. Multi-class classification: Like binary, but with more than two choices for which there is only one right answer. This...