activity
20232026
most citedWhen LLMs step into the 3D World: A Survey and Meta-Analysis of 3D Tasks via Multi-modal Large Language Models

8 citations · 17 across the 16 of their papers we have counts for

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Showing 2024Show all

8 papers · 1 filter

cs.CV2024

Splatt3R: Zero-shot Gaussian Splatting from Uncalibrated Image Pairs

Brandon Smart, Chuanxia Zheng, Iro Laina +1

In this paper, we introduce Splatt3R, a pose-free, feed-forward method for in-the-wild 3D reconstruction and novel view synthesis from stereo pairs. Given uncalibrated natural imag…

cs.CV2024★ 1 cited

GS-CPR: Efficient Camera Pose Refinement via 3D Gaussian Splatting

Changkun Liu, Shuai Chen, Yash Bhalgat +5

We leverage 3D Gaussian Splatting (3DGS) as a scene representation and propose a novel test-time camera pose refinement (CPR) framework, GS-CPR. This framework enhances the localiz…

cs.CV2024★ 8 cited

When LLMs step into the 3D World: A Survey and Meta-Analysis of 3D Tasks via Multi-modal Large Language Models

Xianzheng Ma, Brandon Smart, Yash Bhalgat +14

As large language models (LLMs) evolve, their integration with 3D spatial data (3D-LLMs) has seen rapid progress, offering unprecedented capabilities for understanding and interact…

cs.CV2024★ 2 cited

Map-Relative Pose Regression for Visual Re-Localization

Shuai Chen, Tommaso Cavallari, Victor Adrian Prisacariu +1

Pose regression networks predict the camera pose of a query image relative to a known environment. Within this family of methods, absolute pose regression (APR) has recently shown…

cs.CV2024★ 2 cited

CrossScore: Towards Multi-View Image Evaluation and Scoring

Zirui Wang, Wenjing Bian, Victor Adrian Prisacariu

We introduce a novel cross-reference image quality assessment method that effectively fills the gap in the image assessment landscape, complementing the array of established evalua…

cs.CV2024

Scene Coordinate Reconstruction: Posing of Image Collections via Incremental Learning of a Relocalizer

Eric Brachmann, Jamie Wynn, Shuai Chen +4

We address the task of estimating camera parameters from a set of images depicting a scene. Popular feature-based structure-from-motion (SfM) tools solve this task by incremental r…

cs.CV2024★ 1 cited

GaussCtrl: Multi-View Consistent Text-Driven 3D Gaussian Splatting Editing

Jing Wu, Jia-Wang Bian, Xinghui Li +4

We propose GaussCtrl, a text-driven method to edit a 3D scene reconstructed by the 3D Gaussian Splatting (3DGS). Our method first renders a collection of images by using the 3DGS a…

cs.CV2024

HR-APR: APR-agnostic Framework with Uncertainty Estimation and Hierarchical Refinement for Camera Relocalisation

Changkun Liu, Shuai Chen, Yukun Zhao +3

Absolute Pose Regressors (APRs) directly estimate camera poses from monocular images, but their accuracy is unstable for different queries. Uncertainty-aware APRs provide uncertain…