Datasets:
license: mit
tags:
- gaussian-splatting
- fault-tolerance
- single-event-upset
- reliability
- radiance-fields
- computer-graphics
pretty_name: Single-Event Upsets in 3D Gaussian Splatting
configs:
- config_name: single_bit_upsets
data_files:
- split: train
path: data/single_bit_upsets/*.parquet
- config_name: multi_upset
data_files:
- split: train
path: data/multi_upset/*.parquet
Single-Event Upsets in 3D Gaussian Splatting Rendering
Artifacts for the paper Single-Event Upsets in 3D Gaussian Splatting Rendering: Bit-Level Criticality, Spatial Extent, and a Parallel Support Guard (F. Alpay and B. Basaran).
A trained 3DGS model is a large floating-point array resident in GPU memory, so a single-event upset is one flipped bit in one parameter. This repository releases the fault-injection engine, the trained models, the per-cell aggregated records of more than three million controlled single-bit upsets, the multi-upset records, the throughput measurements, the logs (including the periodic device-utilization trace), and the scripts that regenerate every figure and table in the paper.
Trained scenes
| scene | primitives | PSNR (dB) | SSIM |
|---|---|---|---|
| chair | 134,826 | 39.22 | 0.9942 |
| lego | 121,691 | 30.70 | 0.9815 |
| ficus | 125,606 | 31.99 | 0.9855 |
| hotdog | 63,452 | 38.50 | 0.9874 |
Layout
code/ training, fault-injection engine, campaign, analysis, figures
models/ trained gsplat checkpoints per scene (model.pt)
data/ per-injection records as Parquet (browsable in the viewer)
results/ aggregate.json, bench.json, multiupset/largescene records, summaries
logs/ campaign / driver / GPU-utilisation logs
figures/ regenerated figures, tables, and numbers.tex
Paper: see PAPER_URL below. Reproduce with code/ following code/'s header comments; the GPU run used an RTX 5090 (sm_120), PyTorch 2.12 / CUDA 13, gsplat 1.5.3.
PAPER_URL: ARXIV_LINK_PLACEHOLDER
The per-injection records are browsable in the dataset viewer (single_bit_upsets: one row per single-bit upset, several million rows; multi_upset: accumulated-dose records), stored as Parquet under data/.