Dong-Chul Park
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View article: Soft Knowledge-based Distilled Dehazing Networks
Soft Knowledge-based Distilled Dehazing Networks Open
A two-stage knowledge transfer framework for distilling efficient dehazing networks is proposed in this paper. Recently, lightweight dehazing studies based on knowledge distillation have shown great promise and potential. However, existing…
View article: Single Image Dehazing via Regional Saturation-Value Translation
Single Image Dehazing via Regional Saturation-Value Translation Open
This paper proposes an image dehazing prior, called Regional Saturation-Value Translation (RSVT), in order to address the color distortion issues produced by prevailing prior-based dehazing methods when processing hazy images with large sk…
View article: Toward Improving Robustness of Object Detectors Against Domain Shift
Toward Improving Robustness of Object Detectors Against Domain Shift Open
This paper proposes a data augmentation method for improving the robustness of driving object detectors against domain shift. Domain shift problem arises when there is a significant change between the distribution of the source data domain…
View article: Feature Embedding Clustering using POCS-based Clustering Algorithm
Feature Embedding Clustering using POCS-based Clustering Algorithm Open
An application of the POCS-based clustering algorithm (POCS stands for Projection Onto Convex Set), a novel clustering technique, for feature embedding clustering problems is proposed in this paper. The POCS-based clustering algorithm appl…
View article: Encoder-Decoder Network with Guided Transmission Map: Architecture
Encoder-Decoder Network with Guided Transmission Map: Architecture Open
An insight into the architecture of the Encoder-Decoder Network with Guided Transmission Map (EDN-GTM), a novel and effective single image dehazing scheme, is presented in this paper. The EDN-GTM takes a conventional RGB hazy image in conj…
View article: A Novel Encoder-Decoder Network with Guided Transmission Map for Single Image Dehazing
A Novel Encoder-Decoder Network with Guided Transmission Map for Single Image Dehazing Open
A novel Encoder-Decoder Network with Guided Transmission Map (EDN-GTM) for single image dehazing scheme is proposed in this paper. The proposed EDN-GTM takes conventional RGB hazy image in conjunction with its transmission map estimated by…
View article: A novel encoder-decoder network with guided transmission map for single image dehazing
A novel encoder-decoder network with guided transmission map for single image dehazing Open
A novel Encoder-Decoder Network with Guided Transmission Map (EDN-GTM) for single image dehazing scheme is proposed in this paper. The proposed EDN-GTM takes conventional RGB hazy image in conjunction with its transmission map estimated by…
View article: Robustness Enhancement of Object Detection in Advanced Driver Assistance Systems (ADAS)
Robustness Enhancement of Object Detection in Advanced Driver Assistance Systems (ADAS) Open
A unified system integrating a compact object detector and a surrounding environmental condition classifier for enhancing the robustness of object detection scheme in advanced driver assistance systems (ADAS) is proposed in this paper. ADA…
View article: Application of Classifier Integration Model with Confusion Table to Audio Data Classification
Application of Classifier Integration Model with Confusion Table to Audio Data Classification Open
A novel and efficient method for the Classifier Integration Model(CIM) by adopting the concept of confusion table is extensively studied and reported in this paper.The method considers not only the diagonal elements of each confusion table…