• Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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• 2022.10a
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• pp.222-224
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• 2022

Deep learning-based computer vision applications in the field of object segmentation take a transfer learning method using hyperparameters and models pretrained and distributed by STOA techniques to improve performance. Custom datasets used in this process require a lot of resources, such as time and labeling, in labeling tasks to generate Ground Truth information. In this paper, we present an automatic labeling construction method using object segmentation techniques so that resources such as time and labeling can be used less to build custom datasets used in deep learning neural networks.

• Annual Conference on Human and Language Technology
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• 2020.10a
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• pp.172-175
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• 2020

최근 자연어처리는 대용량 코퍼스를 이용하여 언어 모델을 사전 학습하고 fine-tuning을 적용함으로 다양한 태스크에서 최고 성능을 갱신하고 있다. BERT기반의 언어 모델들은 양방향의 Transformer만 모델링 되어 있지만 BART는 양방향의 Transformer와 Auto-Regressive Transformer가 결합되어 사전학습을 진행하는 모델로 본 논문에서는 540MB의 코퍼스를 이용해 한국어 BART 모델을 학습 시키고 여러 한국어 자연어처리 태스크에 적용하여 성능 향상 있음을 보였다.

• Biomolecules & Therapeutics
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• v.1 no.1
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• pp.58-64
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• 1993

DNA addicts induced by putative chemical related to carcinogenesis were detected and determined by $^{32}$P-Postlabelling assay after exposure of 4 compounds comprising two auto dyes (amaranth, new coccine) and two flavonoid compounds (rutin, quercetin) to ICR mouse. DNA was isolated from mouse liver and digested enzymatically to deoxyribonucleoside 3'-monophosphate. The postincubation of DNA digests with nuclease Pl before $^{32}$P-labelling enhanced the technique's sensitivity. Nuclease Pl cleaves deoxyribonucleoside 3'-mono-phosphates of normal nucleotides to deoxyrihonucleosides which do not serve as substrates for polynucleotide kinase, while most of addicts were found to be totally or partially resistant to the 3'-dephosphorylating action of nuclease Pl. The adducted deoxyribonucleoside 3'-monophosphate was converted to 5'-$^{32}$P-labelled deoxynucleoside 3',5'-bisphosphate by T4 polynucleotide kinase. The nucleotides were separated by anion-exchange thin layer chromatography(TLC) on polyethyleneimine cellulose by 4-dimensional or 2-dimensional TLC then detected by autoradiography. The results show that DNA addicts were detected in liver DNA of ICR mouse after administration of amaranth and quercetin by 2-dimensional and/or 4-dimensional TLC.