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Mengjiao Ma

3 accepted papers

2026

Chorus: Multi-Teacher Pretraining for Holistic 3D Gaussian Scene Encoding

CVPR 2026

While 3DGS has emerged as a high-fidelity scene representation, encoding rich, general-purpose features directly from its primitives remains under-explored. We address this gap by introducing Chorus, a multi-teacher pretraining framework that learns a holistic feed-forward 3D Gaussian Splatting (3DG

Cited by 0SourcecodeScholar
2025

SceneSplat++: A Large Dataset and Comprehensive Benchmark for Language Gaussian Splatting

NeurIPS 2025poster

3D Gaussian Splatting (3DGS) serves as a highly performant and efficient encoding of scene geometry, appearance, and semantics. Moreover, grounding language in 3D scenes has proven to be an effective strategy for 3D scene understanding. Current Language Gaussian Splatting line of work fall into thre…

Cited by 0SourceScholar
2025

SceneSplat: Gaussian Splatting-based Scene Understanding with Vision-Language Pretraining

ICCV 2025poster

Recognizing arbitrary or previously unseen categories is essential for comprehensive real-world 3D scene understanding. Currently, all existing methods rely on 2D or textual modalities during training, or together at inference. This highlights a clear absence of a model capable of processing 3D data…