Research map / Detection and segmentation / CNN features
Query-Guided End-To-End Person Search
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add QRPN query-guided proposals to OIM (ablation) | OIM · CUHK-SYSU, gallery size 100 | mAP: +4.1pp | Helped |
| Add QRPN query-guided proposals to OIM (ablation) | OIM · CUHK-SYSU, gallery size 100 | top-1: +1.7pp | Helped |
| Add QSimNet query-guided similarity scoring to OIM (ablation) | OIM · CUHK-SYSU, gallery size 100 | mAP: +7.1pp | Helped |
| Add QSimNet query-guided similarity scoring to OIM (ablation) | OIM · CUHK-SYSU, gallery size 100 | top-1: +4.3pp | Helped |
| Add both QRPN and QSimNet (ablation) | OIM · CUHK-SYSU, gallery size 100 | mAP | Helped |
| Add QSSE to OIM + QRPN + QSimNet (ablation) | OIM + QRPN + QSimNet · CUHK-SYSU, gallery size 100 | mAP | Helped |
| Use QEEPS instead of Mask-G | Person search on CUHK-SYSU, gallery size 100 (900px) · CUHK-SYSU | mAP: 5.9pp | Helped |
| Use QEEPS instead of Mask-G | Person search on CUHK-SYSU, gallery size 100 (900px) · CUHK-SYSU | top-1: 5.4pp | Helped |
| Use QEEPS instead of Mask-G | Person search on PRW · PRW | mAP: 4.5pp | Helped |
| Use QEEPS instead of Mask-G | Person search on PRW · PRW | top-1: 4.6pp | Helped |
| Use 900px rather than 600px shorter-side input images | Person search models on PRW · PRW | mAP | Helped |
Closest papers by meaning
- Diverse Knowledge Distillation for End-to-End Person Search (AAAI 2021 · similarity 0.91)
- Sequential End-to-end Network for Efficient Person Search (AAAI 2021 · similarity 0.90)
- Instance Guided Proposal Network for Person Search (CVPR 2020 · similarity 0.87)
- Divide and Conquer: Hybrid Pre-training for Person Search (AAAI 2024 · similarity 0.86)
- Cheb-GR: Rethinking K-nearest Neighbor Search in Re-ranking for Person Re-identification (CVPR 2025 · similarity 0.86)
- Human-centered Interactive Learning via MLLMs for Text-to-Image Person Re-identification (CVPR 2025 · similarity 0.85)
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