3 citations · 6 across the 10 of their papers we have counts for
8 papers · 1 filter
Exploring SAM Supervision for Fine-Grained UAV Target Segmentation under Data Scarcity
Le-Anh Tran
Unmanned aerial vehicle (UAV) target segmentation remains challenging due to the small size of objects, appearance variations, cluttered backgrounds, and the scarcity of densely an…
Unpaired Image Dehazing via Kolmogorov-Arnold Transformation of Latent Features
Le-Anh Tran
This paper proposes an innovative framework for Unsupervised Image Dehazing via Kolmogorov-Arnold Transformation, termed UID-KAT. Image dehazing is recognized as a challenging and…
Distilled Pooling Transformer Encoder for Efficient Realistic Image Dehazing
Le-Anh Tran, Dong-Chul Park
This paper proposes a lightweight neural network designed for realistic image dehazing, utilizing a Distilled Pooling Transformer Encoder, named DPTE-Net. Recently, while vision tr…
Haze Removal via Regional Saturation-Value Translation and Soft Segmentation
Le-Anh Tran, Dong-Chul Park
This paper proposes a single image dehazing prior, called Regional Saturation-Value Translation (RSVT), to tackle the color distortion problems caused by conventional dehazing appr…
Toward Improving Robustness of Object Detectors Against Domain Shift
Le-Anh Tran, Chung Nguyen Tran, Dong-Chul Park +2
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 significan…
Encoder-Decoder Network with Guided Transmission Map: Architecture
Le-Anh Tran, Dong-Chul Park
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 pap…
A Novel Encoder-Decoder Network with Guided Transmission Map for Single Image Dehazing
Le-Anh Tran, Seokyong Moon, Dong-Chul Park
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…
Robustness Enhancement of Object Detection in Advanced Driver Assistance Systems (ADAS)
Le-Anh Tran, Truong-Dong Do, Dong-Chul Park +1
A unified system integrating a compact object detector and a surrounding environmental condition classifier for enhancing the robustness of object detection scheme in advanced driv…