Dynamic Reconstruction

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

25 shown of 25 papers with code (64 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Endo-4DGS: Endoscopic Monocular Scene Reconstruction with 4D Gaussian Splatting
  29 Jan 2024 2 repositories listed
  In the realm of robot-assisted minimally invasive surgery, dynamic scene reconstruction can significantly enhance downstream tasks and improve surgical outcomes.
• Deformable 3D Gaussians for High-Fidelity Monocular Dynamic Scene Reconstruction
  22 Sep 2023 2 repositories listed Syntology ran 4 of 9 samples · 5 unverified
  Implicit neural representation has paved the way for new approaches to dynamic scene reconstruction and rendering.
• Reconstructing Animatable Categories from Videos
  10 May 2023 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  Building animatable 3D models is challenging due to the need for 3D scans, laborious registration, and manual rigging, which are difficult to scale to arbitrary categories.
• E-DSSR: Efficient Dynamic Surgical Scene Reconstruction with Transformer-based Stereoscopic Depth Perception
  1 Jul 2021 2 repositories listed
  After that, a dynamic reconstruction algorithm which can estimate the tissue deformation and camera movement, and aggregate the information over time is proposed for surgical scene reconstruction.
• HyperNeRF: A Higher-Dimensional Representation for Topologically Varying Neural Radiance Fields
  24 Jun 2021 2 repositories listed Syntology ran 1 of 15 samples · 14 unverified
  A common approach to reconstruct such non-rigid scenes is through the use of a learned deformation field mapping from coordinates in each input image into a canonical template coordinate space.
• Uni4D: Unifying Visual Foundation Models for 4D Modeling from a Single Video
  27 Mar 2025 1 repository listed Syntology ran 1 of 18 samples · 17 unverified
  This paper presents a unified approach to understanding dynamic scenes from casual videos.
• Motion Blender Gaussian Splatting for Dynamic Scene Reconstruction
  12 Mar 2025 1 repository listed
  To address this, we propose Motion Blender Gaussian Splatting (MBGS), a novel framework that uses motion graphs as an explicit and sparse motion representation.
• STORM: Spatio-Temporal Reconstruction Model for Large-Scale Outdoor Scenes
  31 Dec 2024 1 repository listed
  We present STORM, a spatio-temporal reconstruction model designed for reconstructing dynamic outdoor scenes from sparse observations.
• MotionGS: Exploring Explicit Motion Guidance for Deformable 3D Gaussian Splatting
  10 Oct 2024 1 repository listed Syntology ran 4 of 5 samples · 1 unverified
  Specifically, we first introduce an optical flow decoupling module that decouples optical flow into camera flow and motion flow, corresponding to camera movement and object motion respectively.
• NeRF-CA: Dynamic Reconstruction of X-ray Coronary Angiography with Extremely Sparse-views
  29 Aug 2024 1 repository listed
  NeRF-CA serves as a first stepping stone for solving the 4D CA reconstruction problem, achieving adequate 4D reconstructions from as few as four angiograms, as required by clinical practice, while significantly…
• SurgicalGaussian: Deformable 3D Gaussians for High-Fidelity Surgical Scene Reconstruction
  6 Jul 2024 1 repository listed
  However, based on implicit representation, NeRFs struggle to capture the intricate details of objects in the scene and cannot achieve real-time rendering.
• EG4D: Explicit Generation of 4D Object without Score Distillation
  28 May 2024 1 repository listed Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
  In recent years, the increasing demand for dynamic 3D assets in design and gaming applications has given rise to powerful generative pipelines capable of synthesizing high-quality 4D objects.
• LiDAR4D: Dynamic Neural Fields for Novel Space-time View LiDAR Synthesis
  3 Apr 2024 1 repository listed Syntology ran 5 of 6 samples · 1 unverified
  In light of this, we propose LiDAR4D, a differentiable LiDAR-only framework for novel space-time LiDAR view synthesis.
• Single-shot Tomography of Discrete Dynamic Objects
  9 Nov 2023 1 repository listed
  This paper presents a novel method for the reconstruction of high-resolution temporal images in dynamic tomographic imaging, particularly for discrete objects with smooth boundaries that vary over time.
• 4D Gaussian Splatting for Real-Time Dynamic Scene Rendering
  12 Oct 2023 1 repository listed Syntology ran 6 of 11 samples · 5 unverified
  Representing and rendering dynamic scenes has been an important but challenging task.
• DynaMoN: Motion-Aware Fast and Robust Camera Localization for Dynamic Neural Radiance Fields
  16 Sep 2023 1 repository listed
  To address this challenge, we propose Dynamic Motion-Aware Fast and Robust Camera Localization for Dynamic Neural Radiance Fields (DynaMoN).
• Dynamic 3D Gaussians: Tracking by Persistent Dynamic View Synthesis
  18 Aug 2023 1 repository listed Syntology ran 1 of 2 samples · 1 unverified · 2 pointer-only (licence)
  We present a method that simultaneously addresses the tasks of dynamic scene novel-view synthesis and six degree-of-freedom (6-DOF) tracking of all dense scene elements.
• RED-PSM: Regularization by Denoising of Factorized Low Rank Models for Dynamic Imaging
  7 Apr 2023 1 repository listed
  In particular, in the case of dynamic tomography, only a single projection at a single view angle may be available at a time, making the problem severely ill-posed.
• Tensor4D : Efficient Neural 4D Decomposition for High-fidelity Dynamic Reconstruction and Rendering
  21 Nov 2022 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  The key of our solution is an efficient 4D tensor decomposition method so that the dynamic scene can be directly represented as a 4D spatio-temporal tensor.
• DynIBaR: Neural Dynamic Image-Based Rendering
  20 Nov 2022 1 repository listed Syntology ran 2 of 2 samples · 0 unverified
  Our system retains the advantages of prior methods in its ability to model complex scenes and view-dependent effects, but also enables synthesizing photo-realistic novel views from long videos featuring complex scene…
• Monocular Dynamic View Synthesis: A Reality Check
  24 Oct 2022 1 repository listed Syntology ran 0 of 2 samples · 2 unverified · 2 pointer-only (licence)
  We study the recent progress on dynamic view synthesis (DVS) from monocular video.
• Neural Surface Reconstruction of Dynamic Scenes with Monocular RGB-D Camera
  30 Jun 2022 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  We propose Neural-DynamicReconstruction (NDR), a template-free method to recover high-fidelity geometry and motions of a dynamic scene from a monocular RGB-D camera.
• BANMo: Building Animatable 3D Neural Models from Many Casual Videos
  23 Dec 2021 1 repository listed
  Our key insight is to merge three schools of thought; (1) classic deformable shape models that make use of articulated bones and blend skinning, (2) volumetric neural radiance fields (NeRFs) that are amenable to…
• MDCN: Multi-scale Dense Cross Network for Image Super-Resolution
  30 Aug 2020 1 repository listed
  Among them, MDCB aims to detect multi-scale features and maximize the use of image features flow at different scales, HFDB focuses on adaptively recalibrate channel-wise feature responses to achieve feature…
• SurfelWarp: Efficient Non-Volumetric Single View Dynamic Reconstruction
  30 Apr 2019 1 repository listed
  We contribute a dense SLAM system that takes a live stream of depth images as input and reconstructs non-rigid deforming scenes in real time, without templates or prior models.

Syntology lines on 13 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.