focus
Datasets
All datasets matching “focus”Focus
Focus Dataset
Focus is meta-evaluation benchmark designed to assess the robustness of evaluator VLMs across diverse Image-to-Text (I2T) and Text-to-Image (T2I) tasks. Please refer to our paper for more details.
Code
The code to generate the perturbations and run evaluations are available on our github repository: ai4bharat/focus
Subsets
Subset
Description
Splits
i2t
Image-to-Text perturbations
visual_grounding… See the full description on the dataset page: https://huggingface.co/datasets/ai4bharat/Focus.heico-focus-vqa
HeiCo-FOCUS (Beta release)
A clinically grounded dataset for long-context video understanding in minimally invasive surgery.
📄 Paper • 🤗 Dataset • 💻 Code • 🏆 Challenge • ⚖️ CC BY-NC-SA 4.0
[!NOTE]
Until 31 July 2026, we will employ a restricted post-release review period. During this time, we kindly ask the community to provide feedback to help us increase quality control and make continuous improvements.… See the full description on the dataset page: https://huggingface.co/datasets/orena-dkfz/heico-focus-vqa.lapchole-focus-vqa
LapChole-FOCUS-VQA
A clinically grounded benchmark for long-context video understanding in minimally invasive surgery.
💻 Code • 🏆 Challenge • ⚖️ Data Usage Agreement
[!IMPORTANT]
🔒 This is a gated dataset
Access is granted only to participants of the ORena FOCUS Challenge and is subject to manual review. To be approved you must:
Have a Hugging Face account and be logged in — downloads are only enabled for registered, authenticated… See the full description on the dataset page: https://huggingface.co/datasets/orena-dkfz/lapchole-focus-vqa.focus-token-diagnosticsfocus-nla-agent-tool-fullfocus-nla-auditbench-agent-tool