datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
imagenet-oLink to original evaluation code for: https://github.com/hendrycks/natural-adv-examples
@article{hendrycks2021nae,
title={Natural Adversarial Examples},
author={Dan Hendrycks and Kevin Zhao and Steven Basart and Jacob Steinhardt and Dawn Song},
journal={CVPR},
year={2021}
}
vernier
vernier
Error bars on a dataset vendor's quality claim. Build AI publishes hand-visibility and
active-manipulation rates for Egocentric-10K / Egocentric-100K, judged once by
gemini-2.5-flash with no human gold, no interval, and no test that the judge scores a factory
floor and a home kitchen on the same scale. This release is the data behind an independent,
pre-registered measurement of that claim: human labels against a written rubric, a live
open-weights judge on the same… See the full description on the dataset page: https://huggingface.co/datasets/caiotheodoro/vernier.OsteosarcomaTumorAssessment
Osteosarcoma data from UT Southwestern/UT Dallas for Viable and Necrotic Tumor Assessment (Osteosarcoma-Tumor-Assessment)
Unofficial fork.
Folder Structure
ML_Features_1144.csv # Contains 1144 rows for all the image tiles and 69 columns for filename, classification, and 65 machine learning features.
OsteosarcomaTumorAssessment.tar.zst
|-- Osteosarcoma-UT.sums
|-- Training-Set-1 # 11 folders with 547 images. Each folder contains 48~50 image tiles and 1 csv for… See the full description on the dataset page: https://huggingface.co/datasets/CAIR-M3LLM/OsteosarcomaTumorAssessment.S3simulator_Plus_Synthetic_Sonar_dataset
S3Simulator+ Synthetic Sonar Dataset (Mine)
Summary
A dataset of 4,180 synthetic side-scan sonar images of the mine class (cylinderical, Truncated cone),
generated with S3Simulator+, an extended version of the S3Simulator
simulator. The dataset is described in the paper cited below. It is intended
for research on underwater image analysis when labeled real sonar data is
scarce.
The ship and plane classes are released separately, generated with
S3Simulator: see… See the full description on the dataset page: https://huggingface.co/datasets/caicv/S3simulator_Plus_Synthetic_Sonar_dataset.S3simulator_Synthetic_Sonar_dataset
S3Simulator Synthetic Sonar Dataset (Ship and Plane)
Summary
A dataset of 7,721 synthetic side-scan sonar images of two target classes,
ship and plane, generated with S3Simulator and described in the paper
cited below. It is intended as a benchmark for underwater image analysis when
labeled real sonar data is scarce.
The mine class is released separately in a companion dataset generated with
S3Simulator+.
Dataset contents
Class
Images… See the full description on the dataset page: https://huggingface.co/datasets/caicv/S3simulator_Synthetic_Sonar_dataset.