Punjab has rebuilt its government school system over the past four years. The next step is to ensure every child from Class 1 ...

The Punjab government introduced Artificial Intelligence (AI) as a mainstream subject from Classes 1 to 12 under the ...

We are a research-led school with a reputation for excellent teaching and courses with real-world impact. We are based across four sites, comprising more than 2000 students and 190 specialist staff ...

The Punjab School Education Board (PSEB) has published the 2026 board exam date sheet for Classes 8, 10, and 12. The timetable is available for download on the official website pseb.ac.in. The exams ...

Abstract: Model efficiency has become increasingly important in computer vision. In this paper, we systematically study neural network architecture design choices for object detection and propose ...

Abstract: Image classification has advanced significantly in recent years with the availability of large-scale image sets. However, fine-grained classification remains a major challenge due to the ...

The following guidance is based on the best available evidence. The full guideline gives details of the methods and the evidence used to develop the guidance. Box 1 Depression definitions (taken from ...