Projects

Research tools, publications, and software

01

Datasets & Research Tools

Dataset

ReLAION-2B Natural

Naturalness scores for 2.1B images from ReLAION-2B, identifying ~500M photographic images suitable for vision research.

167GB • CLIP ViT-H/14 Library

thingsvision

Feature extraction for 50+ vision models with a unified API. CLIP, ViT, ResNet, and more.

Contributor • Python Tool

cvmanova_python

Cross-validated MANOVA for multivariate pattern analysis in fMRI.

Python Tool

pysearchlight

Customizable searchlight analysis for fMRI data.

Python
02

Papers & Conferences

CCN 2025 · Oral

How to sample the world for understanding the visual system

Roth & Hebart Comms Psych 2025

Ten principles for reliable, efficient, and adaptable coding

Roth et al. J Neurosci 2025

Fine-grained image and category information in ventral visual pathway

Badwal, Bergmann, Roth et al. VSS 2023 · Poster

High stimulus presentation rates for fMRI

Roth, Miyawaki & Hebart Cosyne 2021 · Poster

Preferred stimuli for individual voxels in the human visual system

Roth, Seeliger, Schmid & Hebart MICCAI BraTS 2021

Multi-plane UNet++ Ensemble for Glioblastoma Segmentation

Roth, Keller et al.
03

Developer Tools

prettymd

Beautiful markdown previews for VS Code

TypeScript

AskClaude

Claude Code in Finder's context menu

Swift

slurmboard

Web dashboard for Slurm HPC jobs

JavaScript

CNNvis

Interactive CNN activation visualizer

JavaScript

Timer

Simple meditation timer

Django

MensaCash

Check your mensa card balance

Java
• 2025 CMBB Replication Award — for reliable coding practices in neuroscience