Varun Ravi Kumar

5 papers · 2021–2023 · 2 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (13)

Venues

WACV (4) CVPR (1)

Top co-authors

Senthil Yogamani (5) Marvin Klingner (3) Shubhankar Borse (2) Fatih Porikli (2) Ganesh Sistu (2) Hazem Rashed (2) Tim Fingscheidt (1) Eslam Mohamed (1) Fabian Burger (1) Antonin Vobecky (1)

Research topics

Computer Vision (5) Domain-Specific (5) Analysis (4) Machine Learning (3) Artificial Intelligence (2) Deep Learning (2) Application Areas (2) Core AI (2) Generation (1) Learning Types · Machine Learning (1) Learning Types · Deep Learning (1) Models (1)

Keywords

semantic segmentation (3) autonomous driving (3) fisheye camera (2) object detection (2) knowledge distillation (1) data augmentation (1) depth estimation (1) cross-modal learning (1) monocular depth estimation (1) instance segmentation (1) distance estimation (1) oriented bounding box (1) generative adversarial network (1) multimodal fusion (1) feature distillation (1) cross-modal distillation (1) view transformation (1) multi-camera 3d object detection (1) polygon detection (1) perspective view (1)

Papers

X3KD: Knowledge Distillation Across Modalities, Tasks and Stages for Multi-Camera 3D Object Detection CVPR 2023 X-Align: Cross-Modal Cross-View Alignment for Bird's-Eye-View Segmentation WACV 2023 Generalized Object Detection on Fisheye Cameras for Autonomous Driving: Dataset, Representations and Baseline WACV 2021 Let's Get Dirty: GAN Based Data Augmentation for Camera Lens Soiling Detection in Autonomous Driving WACV 2021 SynDistNet: Self-Supervised Monocular Fisheye Camera Distance Estimation Synergized With Semantic Segmentation for Autonomous Driving WACV 2021