Papers › Incremental Learning in Person Re-Identification

Incremental Learning in Person Re-Identification

20 Aug 2018arXiv:1808.06281archive 2025-07-28

Prajjwal Bhargava

Person Re-Identification is still a challenging task in Computer Vision due to a variety of reasons. On the other side, Incremental Learning is still an issue since deep learning models tend to face the problem of over catastrophic forgetting when trained on subsequent tasks. In this paper, we propose a model that can be used for multiple tasks in Person Re-Identification, provide state-of-the-art results on a variety of tasks and still achieve considerable accuracy subsequently. We evaluated our model on two datasets Market 1501 and Duke MTMC. Extensive experiments show that this method can achieve Incremental Learning in Person ReID efficiently as well as for other tasks in computer vision as well.

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prajjwal1/person-reid-incremental officialmentioned in papermentioned on GitHubpytorch report

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Tasks

Incremental LearningPerson Re-Identification

Results from the paper archive 2025-07-28

TaskDatasetModelMetricValueRank at snapshotLeaderboardReport
Person Re-Identification DukeMTMC-reID Incremental Learning Rank-1 80.0 #73 of 94 Archive leaderboard report
Person Re-Identification DukeMTMC-reID Incremental Learning mAP 60.2 #73 of 94 Archive leaderboard report
Person Re-Identification Market-1501 Incremental Learning Rank-1 89.3 #97 of 135 Archive leaderboard report
Person Re-Identification Market-1501 Incremental Learning mAP 71.8 #97 of 135 Archive leaderboard report

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