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Fudong Ge

4 accepted papers

2026

HDGS: Hierarchical Dynamic Gaussian Splatting for Urban Driving Scenes

AAAI 2026technical

This paper tackles the challenging task of achieving storage-efficient yet high-fidelity motion representation in large-scale dynamic 3D Gaussian Splatting. Our motivation stems from the truth that existing urban-scale methods, which rely on massive and unstructured individual Gaussians for scene mo

Cited by 0SourcePDFScholar
2026

Integrating Diverse Assignment Strategies into DETRs

AAAI 2026technical

Label assignment is a critical component in object detectors, particularly within DETR-style frameworks where the one-to-one matching strategy, despite its end-to-end elegance, suffers from slow convergence due to sparse supervision. While recent works have explored one-to-many assignments to enrich

Cited by 0SourcePDFScholar
2024

BEV2PR: BEV-Enhanced Visual Place Recognition with Structural Cues

IROS 2024

In this paper, we propose a new image-based visual place recognition (VPR) framework by exploiting the structural cues in bird’s-eye view (BEV) from a single monocular camera. The motivation arises from two key observations about place recognition methods based on both appearance and structure: 1) F

Cited by 4SourcecodeScholar
2024

VQ-Map: Bird's-Eye-View Map Layout Estimation in Tokenized Discrete Space via Vector Quantization

NeurIPS 2024poster

Bird's-eye-view (BEV) map layout estimation requires an accurate and full understanding of the semantics for the environmental elements around the ego car to make the results coherent and realistic. Due to the challenges posed by occlusion, unfavourable imaging conditions and low resolution, \emph{g…