activity
20132026
most citedSemantic Foggy Scene Understanding with Synthetic Data

1.4k citations · 2.6k across the 155 of their papers we have counts for

collaborators

190 papers

cs.RO2026

ϕ-RIE: From Photorealistic Reconstruction to Interactive Environments

Runyi Yang, Deheng Zhang, Xiaoye Wang +6

3D Gaussian Splatting (3DGS) can reconstruct a captured scene photorealistically, but the resulting representation does not by itself support physical interaction. Robot simulation…

cs.CV2026

MECAIL: Communication-Aware Incremental Learning for Object Detection with 14.6 KB Spatiotemporal Experts

Matthias Neuwirth-Trapp, Maarten Bieshaar, Danda Paudel +3

Intelligent transportation systems require Incremental Learning (IL) to continually improve their overall performance in dynamic environments. However, most edge devices lack the c…

cs.CV2026

Do LiDAR Language Models Really Understand Spatio-temporal Relationships?

Runyi Yang, Murat Akkoyun, Di Wen +8

Recent 4D LiDAR language models aim to reason about objects and their evolving spatial relationships. Yet, in our evaluation, always selecting the same option nearly matches the mu…

cs.RO2026

CoRef-GS: Cooperative Referring Gaussian Splatting for Multi-Agent Scene Understanding

Zhikun Zhou, Kunyu Peng, Runyi Yang +7

Referring scene understanding for embodied robots requires grounding object- and relation-centric language queries from a designated viewpoint. While a local semantic Gaussian map…

cs.CV2026

Accelerated Decoding of Centroid Positional Encoding for Instance Segmentation

Carmelo Scribano, Filippo Muzzini, Nedyalko Prisadnikov +6

Beyond model inference, the decoding stage, which converts raw network outputs into task-level representations, constitutes a significant portion of the execution cost. Despite its…

cs.CV2026

ConeGaussian: Anti-Aliased Gaussian Ray-Tracing for Generic Central Cameras

Deheng Zhang, Letian Shi, Runyi Yang +6

In rendering, a camera is a sampling operator that maps each finite pixel to a bundle of rays. Different camera models change the geometry of this bundle, thus making a unified and…