This paper focuses on the semi-supervised object detection (SSOD) which makes good use of unlabeled data to boost performance. We face following obstacles when adapting knowledge distillation (KD) framework in SSOD. (1) The teacher model serves a dual role as and student, such that predictions images may limit upper bound student. (2) imbalance issue caused by large quantity consistent between ...

This work is focused on plasma-induced texturing using a single chamber inductively coupled plasma – plasma-enhanced chemical vapour deposition (ICP-PECVD) lab-tool. Plasma treatment using pure NF3 under low pressure conditions leads to high etch rates (1.2–1.4 μm/min) enabling fast surface texturing. 6 min plasma treatment on wafers with saw damage decreases the effective reflectivity Reff fro...

In the last years, as fenestration and shading systems have become more complex and sophisticated, a great improvement of thermal and solar-optical performance has been required and as a consequence old methods of characterization have become inadequate. This evolution has yielded the introduction of new lumped parameters and the implementation of more sophisticated calculation models, which al...

.................................................................................................................................................. v Populärvetenskaplig sammanfattning................................................................................................ vii

Background—Oklahoma law pre-empts local governments from enacting smoking restrictions inside public places that are stricter than state law, but the sovereign status of Oklahoma’s 38 Tribal nations means they are uniquely positioned to stand apart as leaders in the area of tobacco policy. Purpose—To provide recommendations for employing university–Tribal partnerships as an effective strategy f...

Some applications of techniques borrowed from multiset theory to elaborate graphematical systems as ‘data’ structures with the operations of union, sum, difference and polycontextural dissemination of mixed data structures, like set, multiset, list, trito-, deuteroand protograms. The metaphor of ‘team’ observation for the study of multisets gets a polycontextural explication and application to ...

........................................................................................................................................................ 3 INTRODUCTION................................................................................................................................................ 3 BASIC CONCEPTS OF FUZZY SETS AND FUZZY LOGIC .........................................