Abstract: This paper presents the implementation of a Python-based library with a purpose to determine fractal dimension of biomedical images. The described method is based on the assumption that the ...

"reasoning": "Easy gap: qwen3-8b failed (pass rate 0%) but all 6 post-trained passed. Assigned Medium; consider manual review (make easier or keep as-is). (30 runs)", ...

Abstract: In this paper, we propose image enhancement under photon-starved conditions utilizing an improved photon counting method. Conventional photon counting method has some problems that are ...