3 papers
cs.CV2026
Open-vocabulary 3D object detection with promptable segmentation
Ömer Faruk Deniz, Mustafa Taha Koçyiğit
Three-dimensional object detection for autonomous driving is dominated by detectors trained on large corpora of human-annotated 3D boxes. Such a detector learns a fixed category li…
cs.LG2025
Machine Learning-Based Manufacturing Cost Prediction from 2D Engineering Drawings via Geometric Features
Ahmet Bilal Arıkan, Şener Özönder, Mustafa Taha Koçyiğit +5
We present an integrated machine learning framework that transforms how manufacturing cost is estimated from 2D engineering drawings. Unlike traditional quotation workflows that re…
cs.CV2022
Accelerating Self-Supervised Learning via Efficient Training Strategies
Mustafa Taha Koçyiğit, Timothy M. Hospedales, Hakan Bilen
Recently the focus of the computer vision community has shifted from expensive supervised learning towards self-supervised learning of visual representations. While the performance…