3D Geometry Prediction

Benchmarks archive 2025-07-28

2 leaderboard tables shown for this task, 2 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

2 datasets 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.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

6 shown of 6 papers with code (6 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.

• Molecule3D: A Benchmark for Predicting 3D Geometries from Molecular Graphs
  30 Sep 2021 3 repositories listed
  Here, we propose to predict the ground-state 3D geometries from molecular graphs using machine learning methods.
• GarmentDreamer: 3DGS Guided Garment Synthesis with Diverse Geometry and Texture Details
  20 May 2024 1 repository listed
  In this paper, we propose GarmentDreamer, a novel method that leverages 3D Gaussian Splatting (GS) as guidance to generate wearable, simulation-ready 3D garment meshes from text prompts.
• Point Cloud Diffusion Models for Automatic Implant Generation
  14 Mar 2023 1 repository listed
  Advances in 3D printing of biocompatible materials make patient-specific implants increasingly popular.
• Uni-Mol: A Universal 3D Molecular Representation Learning Framework
  8 Sep 2022 1 repository listed
  Uni-Mol is composed of two models with the same SE(3)-equivariant transformer architecture: a molecular pretraining model trained by 209M molecular conformations; a pocket pretraining model trained by 3M candidate…
• Learning 6-DOF Grasping Interaction via Deep Geometry-aware 3D Representations
  24 Aug 2017 1 repository listed
  Our contributions are fourfold: (1) To best of our knowledge, we are presenting for the first time a method to learn a 6-DOF grasping net from RGBD input; (2) We build a grasping dataset from demonstrations in virtual…
• Hierarchical Surface Prediction for 3D Object Reconstruction
  3 Apr 2017 1 repository listed
  A major limitation of such approaches is that they only predict a coarse resolution voxel grid, which does not capture the surface of the objects well.