Shapesplat: A large-scale dataset of gaussian splats and their self-supervised pretraining

Q Ma, Y Li, B Ren, N Sebe, E Konukoglu… - arxiv preprint arxiv …, 2024 - arxiv.org
3D Gaussian Splatting (3DGS) has become the de facto method of 3D representation in
many vision tasks. This calls for the 3D understanding directly in this representation space …

Li-gs: Gaussian splatting with lidar incorporated for accurate large-scale reconstruction

C Jiang, R Gao, K Shao, Y Wang… - IEEE Robotics and …, 2024 - ieeexplore.ieee.org
Large-scale 3D reconstruction is critical in the field of robotics, and the potential of 3D
Gaussian Splatting (3DGS) for achieving accurate object-level reconstruction has been …

Ig-slam: Instant gaussian slam

FA Sarikamis, AA Alatan - arxiv preprint arxiv:2408.01126, 2024 - arxiv.org
3D Gaussian Splatting has recently shown promising results as an alternative scene
representation in SLAM systems to neural implicit representations. However, current …

Space-time 2d gaussian splatting for accurate surface reconstruction under complex dynamic scenes

S Wang, B Huang, R Wang, S Gao - arxiv preprint arxiv:2409.18852, 2024 - arxiv.org
Previous surface reconstruction methods either suffer from low geometric accuracy or
lengthy training times when dealing with real-world complex dynamic scenes involving multi …

InstantSplat: Sparse-view SfM-free Gaussian Splatting in Seconds

Z Fan, K Wen, W Cong, K Wang, J Zhang… - arxiv preprint arxiv …, 2024 - arxiv.org
While neural 3D reconstruction has advanced substantially, it typically requires densely
captured multi-view data with carefully initialized poses (eg, using COLMAP). However, this …

MegaSurf: Scalable Large Scene Neural Surface Reconstruction

Y Wang, K Zhou, W Zhang, C **ao - Proceedings of the 32nd ACM …, 2024 - dl.acm.org
We present MegaSurf, a Neural Surface Reconstruction (NSR) framework to reconstruct 3D
models of large scenes from aerial images. Many methods utilize geometry cues to …

GLS: Geometry-aware 3D Language Gaussian Splatting

J Qiu, L Liu, Z Su, T Lin - arxiv preprint arxiv:2411.18066, 2024 - arxiv.org
Recently, 3D Gaussian Splatting (3DGS) has achieved significant performance on indoor
surface reconstruction and open-vocabulary segmentation. This paper presents GLS, a …

PINGS: Gaussian Splatting Meets Distance Fields within a Point-Based Implicit Neural Map

Y Pan, X Zhong, L **, L Wiesmann, M Popović… - arxiv preprint arxiv …, 2025 - arxiv.org
Robots require high-fidelity reconstructions of their environment for effective operation. Such
scene representations should be both, geometrically accurate and photorealistic to support …

DehazeGS: 3D Gaussian Splatting for Multi-image Haze Removal

C Ma, J Zhao, J Chen - IEEE Signal Processing Letters, 2025 - ieeexplore.ieee.org
Neural Radiance Fields (NeRF) have advanced 3D reconstruction by learning implicit
representations of scenes from multi-view images, yet their effectiveness is limited in …