instance
Datasets
All datasets matching “instance”WorkArena-Instances
ServiceNow Instances for WorkArena
This repository provides access to the ServiceNow instances used for the WorkArena benchmark.
Access is restricted.Please complete the form above to request access.
Usage Scope
Instances are provided exclusively for benchmarking, evaluation, and research. They must not be used for training, production workloads, or storing sensitive, proprietary, or personally identifiable information.
Usage Monitoring
Use of the… See the full description on the dataset page: https://huggingface.co/datasets/ServiceNow/WorkArena-Instances.2025-challenge-task-instancesAFRLA-assessor-instance-level-results
Assessors For Regression: Loss Analysis - Assessor Instance Level Results
Instance level results for assessors models trained on the AFRLA - Instance Level Results dataset.
At the moment of upload, results for XGBoost and linear regression models are available, with results from the former in 5 different seeds. Results are available for all 11 tasks described in the original dataset as well as for 6 different types of error (losses):
Loss name
Description… See the full description on the dataset page: https://huggingface.co/datasets/DaniFrame/AFRLA-assessor-instance-level-results.basil-instances
maximilian-franz/basil-instances
Per-plant-instance segmented crops derived from ['maximilian-franz/basil', 'maximilian-franz/basil-2'], one row per
(original frame × confirmed plant instance).
Layout
ImageFolder-style dataset: metadata.csv at the repo root, with a file_name column pointing
to each row's masked crop under images/<plant_instance_id>/<NNNN>.png, and a
bbox_file_name column pointing to the same row's plain rectangular crop under… See the full description on the dataset page: https://huggingface.co/datasets/maximilian-franz/basil-instances.coco-2014-instance
Dataset Card for "coco-2014-instance"
More Information needed
ROI-1555_Rebar_Detection_and_Instance_Segmentation_DatasetROI-1555: Rebar Detection and Instance Segmentation Dataset
ROI-1555 for rebar object detection and instance segmentation contains 1555 rebar images and their fine-labeled bounding boxes and pixel-wise masks.
Diverse rebar specifications, layouts, application scenarios, and environmental conditions.
Usage
Here is an example to convert the annotations to MSCOCO 2017 format
python
cp -r 1260/img_label tools/data_annotated/train2017
cd tools
python labelme2coco_instance.py… See the full description on the dataset page: https://huggingface.co/datasets/tsrobcvai/ROI-1555_Rebar_Detection_and_Instance_Segmentation_Dataset.