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Hyeongjun Heo

3 accepted papers

2026

Point2Act: Efficient 3D Distillation of Multimodal LLMs for Zero-Shot Context-Aware Grasping

ICRA 2026poster

We propose Point2Act, which directly retrieves the 3D action point relevant to a contextually described task, leveraging Multimodal Large Language Models (MLLMs). Foundation models have opened the possibility for generalist robots that can perform a zero-shot task following natural language descript…

2025

Isometric Regularization for Manifolds of Functional Data

ICLR 2025poster

While conventional data are represented as discrete vectors, Implicit Neural Representations (INRs) utilize neural networks to represent data points as continuous functions. By incorporating a shared network that maps latent vectors to individual functions, one can model the distribution of function…

Cited by 0SourcePDFScholar
2024

I2-SLAM: Inverting Imaging Process for Robust Photorealistic Dense SLAM

ECCV 2024poster

"We present an inverse image-formation module that can enhance the robustness of existing visual SLAM pipelines for casually captured scenarios. Casual video captures often suffer from motion blur and varying appearances, which degrade the final quality of coherent 3D visual representation. We propo…

Cited by 2SourcePDFScholar