activity
20242026
most citedEfficient Feature Aggregation and Scale-Aware Regression for Monocular 3D Object Detection

2 citations · 2 across the 4 of their papers we have counts for

collaborators

5 papers

cs.RO2026

XPACE: Joint World and Action Modeling from Heterogeneous Experience

Jiacheng Wei, Jerry Bai, Xiaoyu Yue +13

A general-purpose robot needs to draw on diverse experience, choose actions, and anticipate how those actions will change the world. We introduce XPACE, a unified embodied world mo…

cs.RO2026

TGM-VLA: Task-Guided Mixup for Sampling-Efficient and Robust Robotic Manipulation

Fanqi Pu, Lei Jiang, Wenming Yang

The performance of robotic imitation learning is fundamentally limited by data quality and training strategies. Prevalent sampling strategies on RLBench suffer from severe keyframe…

cs.CV2025

SPAN: Spatial-Projection Alignment for Monocular 3D Object Detection

Yifan Wang, Yian Zhao, Fanqi Pu +4

Existing monocular 3D detectors typically tame the pronounced nonlinear regression of 3D bounding box through decoupled prediction paradigm, which employs multiple branches to esti…

cs.CV2024★ 2 cited

Efficient Feature Aggregation and Scale-Aware Regression for Monocular 3D Object Detection

Yifan Wang, Xiaochen Yang, Fanqi Pu +2

Monocular 3D object detection has attracted great attention due to simplicity and low cost. Existing methods typically follow conventional 2D detection paradigms, first locating ob…

cs.CV2024

MonoDGP: Monocular 3D Object Detection with Decoupled-Query and Geometry-Error Priors

Fanqi Pu, Yifan Wang, Jiru Deng +1

Perspective projection has been extensively utilized in monocular 3D object detection methods. It introduces geometric priors from 2D bounding boxes and 3D object dimensions to red…