nadim@vision: ~   shell: zshSeoul, South Korea  //  00:00:00_
➜ ~ ls -l projects/

Selected work

Applied and industrial R&D delivered with partners including Hyundai Mobis, KIA, SK hynix, 42dot, ETRI, Korea Railway Research Institute and Deep In Sight.

➜ ~ cat industrial_projects.txt

Industrial projects

Deep In Sight

3D Body Keypoint Estimation

2026
SL / Mobase & Deep In Sight

3D body keypoint estimation for in-cabin monitoring.

keypointsin-cabin

Monocular Depth Estimation

2024-2026
SL / Mobase / Mobis & Deep In Sight

Monocular depth estimation for in-cabin monitoring units.

depthin-cabinedge

Child Presence Estimation

2025
SL / Mobase & Deep In Sight

Child presence detection for in-cabin safety.

in-cabinsafety

Seat Pose Estimation

2025
SL / Mobase & Deep In Sight

Seat pose estimation for in-cabin monitoring.

posein-cabin

Gaze Estimation

2024
SL / Mobase & Deep In Sight

Driver gaze estimation for the in-cabin monitoring unit.

gazeDMS
DeltaX.ai

Level-4 ADAS Perception

2023-2027
KADIF & DeltaX

Pedestrian detection, distance estimation and predictive trajectory estimation for a Level-4 PoC ADAS system.

detectiontrajectoryADAS

In-cabin Monitoring System

2024
42dot & DeltaX

In-cabin monitoring system development.

in-cabinDMS

Pothole, Crack & Fallen Object Detection

2024
42dot & DeltaX

Road hazard detection (potholes, cracks, fallen objects) for ADAS.

detectionADAS

Off-road ADAS

2023
KIA Customer Experience Team & DeltaX

Off-road ADAS perception.

ADASoff-road

Real-time Eye Distance Estimation

2023
Hyundai Mopic & DeltaX

Real-time eye distance estimation from a glasses-free 3D light-field display.

real-time3D

Workers' Detection & Tracking

2022-2023
Korea Railway Research Institute & DeltaX

Detection, distance estimation, localization and tracking of workers using a long-wave infrared camera.

LWIRtracking
CVIP Lab · Gachon

Automatic Modulation Classification

2022-2023
LIG Nex1 & CVIP Lab

Development of automatic modulation classification methods using deep-learning techniques.

deep-learningsignals

Deep Stereo Matching & Motion Deblurring

2021-2022
SK hynix & CVIP Lab

Deep stereo matching and motion deblurring algorithms using a stereo event camera.

eventstereo3D

Real-time Pupil Tracking

2019-2020
ETRI & CVIP Lab

High-speed machine-learning detection engine for real-time pupil tracking of a holographic display.

trackingreal-time
➜ ~ cat proof_of_concepts.txt

Proof of concepts

Real-time OCR, Mono Depth & Obstacle Warning
2023
Hyundai AutoEver & DeltaX
Smart Navigation for Level-3 ADAS
2023
Hyundai Mobis & DeltaX
Pedestrian Detection in Lighting-Invariant Environment
2023
HL Klemove & DeltaX
UltraFast Monocular Depth Model for Edge Devices
2023
DeltaX
Real-time 3D PointCloud Segmentation
2023
DeltaX
360° Surround View Generation
2023
DeltaX
Intelligent Traffic Management using CR-VANET
2016-2017
University of Liberal Arts

// full cv ↗