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Babak N. Araabi

2 accepted papers

2023

$\Lambda$-DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among Cells

ICLR 2023poster

Differentiable neural architecture search (DARTS) is a popular method for neural architecture search (NAS), which performs cell-search and utilizes continuous relaxation to improve the search efficiency via gradient-based optimization. The main shortcoming of DARTS is performance collapse, where the…

Cited by 22SourcePDFScholar
2019

Assisted Excitation of Activations: A Learning Technique to Improve Object Detectors

CVPR 2019poster

We present a simple yet effective learning technique that significantly improves mAP of YOLO object detectors without compromising their speed. During network training, we carefully feed in localization information. We excite certain activations in order to help the network learn to better localize…

Cited by 39PDFScholar