Evaluation
QuIC-360 test set (5349 query-caption pairs):
Table with columns: BLEU-4, METEOR, ROUGE-L, CIDEr, SPICE| BLEU-4 | METEOR | ROUGE-L | CIDEr | SPICE |
|---|
| 0.0428 | 0.1137 | 0.2440 | 0.3428 | 0.1623 |
Three-seed aggregate results and exact split hashes are maintained in the
CORA-360 repository.
Usage
git clone --branch v2.0.0-eccv2026 https://github.com/wooseungw/CORA-360.git
cd CORA-360
./reproduce.sh evaluate qwen2.5-vl-3b-vicreg /path/to/test.csv
Limitations and license
CORA was evaluated on English query-focused captions from QuIC-360. Performance
outside that domain, on non-ERP imagery, or in safety-critical settings is not established.
Use of the base model remains subject to its upstream license.
Citation
@inproceedings{woo2026cora,
title={Overlap-Consistent View Decomposition for Adapting Vision--Language Models to 360-Degree Panoramas},
author={Woo, Seungwoo and Jung, Daewon and Youm, Sekyoung},
booktitle={European Conference on Computer Vision},
year={2026}
}