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20232026
most citedMonoTAKD: Teaching Assistant Knowledge Distillation for Monocular 3D Object Detection

3 citations · 4 across the 10 of their papers we have counts for

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cs.CV2026

Flex4DHuman: Flexible Multi-view Video Diffusion for 4D Human Reconstruction

Jen-Hao Cheng, Yipeng Wang, Hao Zhang +2

We present Flex4DHuman, a multi-view video diffusion model that transforms a monocular or sparse multi-view video of a dynamic subject into synchronized dense multi-view videos usi…

cs.CV2026

World Tracing: Generative Pixel-Aligned Geometry Beyond the Visible

Hao Zhang, Mohamed El Banani, Jen-Hao Cheng +6

Image-to-3D methods often trade off faithfulness and completeness: depth estimators are anchored to input pixels but stop at the visible surface, while image-to-3D models generate…

cs.CV2026

Reasoning Matters for 3D Visual Grounding

Hsiang-Wei Huang, Kuang-Ming Chen, Wenhao Chai +3

The recent development of Large Language Models (LLMs) with strong reasoning ability has driven research in various domains such as mathematics, coding, and scientific discovery. M…

cs.CV2025

Warehouse Spatial Question Answering with LLM Agent

Hsiang-Wei Huang, Jen-Hao Cheng, Kuang-Ming Chen +8

Spatial understanding has been a challenging task for existing Multi-modal Large Language Models~(MLLMs). Previous methods leverage large-scale MLLM finetuning to enhance MLLM's sp…

cs.CV2025

TEMPURA: Temporal Event Masked Prediction and Understanding for Reasoning in Action

Jen-Hao Cheng, Vivian Wang, Huayu Wang +11

Understanding causal event relationships and achieving fine-grained temporal grounding in videos remain challenging for vision-language models (VLMs). We propose TEMPURA (Temporal…

cs.CV2024

Boosting Online 3D Multi-Object Tracking through Camera-Radar Cross Check

Sheng-Yao Kuan, Jen-Hao Cheng, Hsiang-Wei Huang +6

In the domain of autonomous driving, the integration of multi-modal perception techniques based on data from diverse sensors has demonstrated substantial progress. Effectively surp…

cs.CV2024

RT-Pose: A 4D Radar Tensor-based 3D Human Pose Estimation and Localization Benchmark

Yuan-Hao Ho, Jen-Hao Cheng, Sheng Yao Kuan +5

Traditional methods for human localization and pose estimation (HPE), which mainly rely on RGB images as an input modality, confront substantial limitations in real-world applicati…

cs.CV2024★ 3 cited

MonoTAKD: Teaching Assistant Knowledge Distillation for Monocular 3D Object Detection

Hou-I Liu, Christine Wu, Jen-Hao Cheng +8

Monocular 3D object detection (Mono3D) holds noteworthy promise for autonomous driving applications owing to the cost-effectiveness and rich visual context of monocular camera sens…

cs.CV2023

Vision meets mmWave Radar: 3D Object Perception Benchmark for Autonomous Driving

Yizhou Wang, Jen-Hao Cheng, Jui-Te Huang +8

Sensor fusion is crucial for an accurate and robust perception system on autonomous vehicles. Most existing datasets and perception solutions focus on fusing cameras and LiDAR. How…

cs.CV2023★ 1 cited

CenterRadarNet: Joint 3D Object Detection and Tracking Framework using 4D FMCW Radar

Jen-Hao Cheng, Sheng-Yao Kuan, Hugo Latapie +2

Robust perception is a vital component for ensuring safe autonomous and assisted driving. Automotive radar (77 to 81 GHz), which offers weather-resilient sensing, provides a comple…