Papers › IUST_PersonReId: A New Domain in Person Re-Identification Datasets
IUST_PersonReId: A New Domain in Person Re-Identification Datasets
Alireza Sedighi Moghaddam, Fatemeh Anvari, Mohammadjavad Mirshekari Haghighi, Mohammadali Fakhari, Mohammad Reza Mohammadi
Person re-identification (ReID) models often struggle to generalize across diverse cultural contexts, particularly in Islamic regions like Iran, where modest clothing styles are prevalent. Existing datasets predominantly feature Western and East Asian fashion, limiting their applicability in these settings. To address this gap, we introduce IUST_PersonReId, a dataset designed to reflect the unique challenges of ReID in new cultural environments, emphasizing modest attire and diverse scenarios from Iran, including markets, campuses, and mosques. Experiments on IUST_PersonReId with state-of-the-art models, such as Solider and CLIP-ReID, reveal significant performance drops compared to benchmarks like Market1501 and MSMT17, highlighting the challenges posed by occlusion and limited distinctive features. Sequence-based evaluations show improvements by leveraging temporal context, emphasizing the dataset's potential for advancing culturally sensitive and robust ReID systems. IUST_PersonReId offers a critical resource for addressing fairness and bias in ReID research globally. The dataset is publicly available at https://computervisioniust.github.io/IUST_PersonReId/.
Code
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Tasks
Datasets
Introduced by this paper, per the archive.
Results from the paper archive 2025-07-28
| Task | Dataset | Model | Metric | Value | Rank at snapshot | Leaderboard | Report |
|---|---|---|---|---|---|---|---|
| Person Re-Identification | IUST_PersonReID | CLIP-ReID | Rank-1 | 61.40 | #1 of 2 | Archive leaderboard | report |
| Person Re-Identification | IUST_PersonReID | CLIP-ReID | Rank-10 | 77.50 | #1 of 2 | Archive leaderboard | report |
| Person Re-Identification | IUST_PersonReID | CLIP-ReID | Rank-5 | 72.50 | #1 of 2 | Archive leaderboard | report |
| Person Re-Identification | IUST_PersonReID | CLIP-ReID | mAP | 51.60 | #1 of 2 | Archive leaderboard | report |
| Person Re-Identification | IUST_PersonReID | Solider | Rank-1 | 51.08 | #2 of 2 | Archive leaderboard | report |
| Person Re-Identification | IUST_PersonReID | Solider | Rank-10 | 70.76 | #2 of 2 | Archive leaderboard | report |
| Person Re-Identification | IUST_PersonReID | Solider | Rank-5 | 65.32 | #2 of 2 | Archive leaderboard | report |
| Person Re-Identification | IUST_PersonReID | Solider | mAP | 42.35 | #2 of 2 | Archive leaderboard | report |
Ranks are positions in the archive's leaderboards as they stood at the 2025-07-28 snapshot. Results published since then are not among these rows, so a rank here is not a current standing.
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