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cs.RO2026

From Uncertainty to Determinism: Coarse-to-Fine Visual Floorplan Localization without Ray Matching

Shiyong Meng, Bolei Chen, Ping Zhong +4

Visual Floorplan Localization (FLoc) has emerged as a promising solution for indoor localization by matching egocentric images against minimalist structural maps. However, due to c…

cs.RO2026

FloAff-Kitchen: Bridging Navigation and Manipulation via Canonical and Progressive Floor Affordance Learning

Ping Zhong, Manling Teng, Tao Wu +3

Mobile manipulation requires robots to identify Floor Affordance (FloAff) that maximizes downstream manipulation success rather than merely ensuring navigation feasibility. FloAff…

cs.RO2026

Spatially Generalizable Mobile Manipulation via Adaptive Experience Selection and Dynamic Imagination

Ping Zhong, Liangbai Liu, Bolei Chen +4

Mobile Manipulation (MM) involves long-horizon decision-making over multi-stage compositions of heterogeneous skills, such as navigation and picking up objects. Despite recent prog…

cs.RO2026

DisCo-FLoc: Semantic-Free Floorplan Localization via -Aware Contrastive Disambiguation

Ping Zhong, Shiyong Meng, Bolei Chen +3

Visual Floorplan Localization (FLoc) struggles with severe structural aliasing caused by repetitive minimalist layouts. This occurs because physically distant poses share highly si…

cs.RO2025

PartInstruct: Part-level Instruction Following for Fine-grained Robot Manipulation

Yifan Yin, Zhengtao Han, Shivam Aarya +6

Fine-grained robot manipulation, such as lifting and rotating a bottle to display the label on the cap, requires robust reasoning about object parts and their relationships with in…