Search Results for author: Mingyu Shin

Found 3 papers, 1 papers with code

Multi-task Learning for Real-time Autonomous Driving Leveraging Task-adaptive Attention Generator

no code implementations6 Mar 2024 Wonhyeok Choi, Mingyu Shin, Hyukzae Lee, Jaehoon Cho, Jaehyeon Park, Sunghoon Im

Real-time processing is crucial in autonomous driving systems due to the imperative of instantaneous decision-making and rapid response.

Autonomous Driving Decision Making +5

Depth-discriminative Metric Learning for Monocular 3D Object Detection

no code implementations NeurIPS 2023 Wonhyeok Choi, Mingyu Shin, Sunghoon Im

Moreover, we introduce an auxiliary head for object-wise depth estimation, which enhances depth quality while maintaining the inference time.

Depth Estimation Metric Learning +3

Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement

1 code implementation24 Oct 2022 Junuk Cha, Muhammad Saqlain, GeonU Kim, Mingyu Shin, Seungryul Baek

To tackle the challenges, we propose a coarse-to-fine pipeline that benefits from 1) inverse kinematics from the occlusion-robust 3D skeleton estimation and 2) Transformer-based relation-aware refinement techniques.

 Ranked #1 on 3D Multi-Person Pose Estimation on MuPoTS-3D (using extra training data)

3D Multi-Person Pose Estimation

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