Lerf: Language embedded radiance fields

J Kerr, CM Kim, K Goldberg… - Proceedings of the …, 2023 - openaccess.thecvf.com
Humans describe the physical world using natural language to refer to specific 3D locations
based on a vast range of properties: visual appearance, semantics, abstract associations, or …

Scannet++: A high-fidelity dataset of 3d indoor scenes

C Yeshwanth, YC Liu, M Nießner… - Proceedings of the …, 2023 - openaccess.thecvf.com
We present ScanNet++, a large-scale dataset that couples together capture of high-quality
and commodity-level geometry and color of indoor scenes. Each scene is captured with a …

Langsplat: 3d language gaussian splatting

M Qin, W Li, J Zhou, H Wang… - Proceedings of the IEEE …, 2024 - openaccess.thecvf.com
Humans live in a 3D world and commonly use natural language to interact with a 3D scene.
Modeling a 3D language field to support open-ended language queries in 3D has gained …

Gaussian grou**: Segment and edit anything in 3d scenes

M Ye, M Danelljan, F Yu, L Ke - European Conference on Computer …, 2024 - Springer
Abstract The recent Gaussian Splatting achieves high-quality and real-time novel-view
synthesis of the 3D scenes. However, it is solely concentrated on the appearance and …

Feature 3dgs: Supercharging 3d gaussian splatting to enable distilled feature fields

S Zhou, H Chang, S Jiang, Z Fan… - Proceedings of the …, 2024 - openaccess.thecvf.com
Abstract 3D scene representations have gained immense popularity in recent years.
Methods that use Neural Radiance fields are versatile for traditional tasks such as novel …

Language embedded 3d gaussians for open-vocabulary scene understanding

JC Shi, M Wang, HB Duan… - Proceedings of the IEEE …, 2024 - openaccess.thecvf.com
Open-vocabulary querying in 3D space is challenging but essential for scene understanding
tasks such as object localization and segmentation. Language-embedded scene …

Garfield: Group anything with radiance fields

CM Kim, M Wu, J Kerr, K Goldberg… - Proceedings of the …, 2024 - openaccess.thecvf.com
Grou** is inherently ambiguous due to the multiple levels of granularity in which one can
decompose a scene---should the wheels of an excavator be considered separate or part of …

Weakly supervised 3d open-vocabulary segmentation

K Liu, F Zhan, J Zhang, M Xu, Y Yu… - Advances in …, 2023 - proceedings.neurips.cc
Open-vocabulary segmentation of 3D scenes is a fundamental function of human perception
and thus a crucial objective in computer vision research. However, this task is heavily …

Benchmarking neural radiance fields for autonomous robots: An overview

Y Ming, X Yang, W Wang, Z Chen, J Feng… - … Applications of Artificial …, 2025 - Elsevier
Abstract Neural Radiance Field (NeRF) has emerged as a powerful paradigm for scene
representation, offering high-fidelity renderings and reconstructions from a set of sparse and …

Objectsdf++: Improved object-compositional neural implicit surfaces

Q Wu, K Wang, K Li, J Zheng… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
In recent years, neural implicit surface reconstruction has emerged as a popular paradigm
for multi-view 3D reconstruction. Unlike traditional multi-view stereo approaches, the neural …