← Unsupervised Domain Adaptation

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VehicleID to VeRi-776

아카이브 평가 14건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
CORE-ReID V2	mAP 49.50 Rank-1 80.15 Rank-5 89.05 Rank-10 90.29	CORE-ReID V2: Advancing the Domain Adaptation for Object Re-Identification with Optimized Training and Ensemble Fusion 2025-07-04	코드 1
MATNet+DMDU	mAP 49.25 Rank-1 79.13 Rank-5 88.97 Rank-10 -	Multimodality Adaptive Transformer and Mutual Learning for Unsupervised Domain Adaptation Vehicle Re-Identification 2024-09-17	연결 없음
MGR-GCL	mAP 48.73 Rank-1 79.29 Rank-5 87.95 Rank-10 -	Revisiting Multi-Granularity Representation via Group Contrastive Learning for Unsupervised Vehicle Re-identification 2024-10-29	연결 없음
PLM	mAP 47.37 Rank-1 77.59 Rank-5 87.00 Rank-10 -	Progressive learning with multi-scale attention network for cross-domain vehicle re-identification 2021-11-19	연결 없음
CSP+FCD	mAP 45.60 Rank-1 74.30 Rank-5 83.70 Rank-10 -	Unsupervised Vehicle Re-Identification Based on Cross-Style Semi-Supervised Pre-Training and Feature Cross-Division 2023-07-03	연결 없음
PAL	mAP 42.04 Rank-1 68.17 Rank-5 79.91 Rank-10 -	Unsupervised Vehicle Re-identification with Progressive Adaptation 2020-06-20	연결 없음
CORE-ReID V2 Tiny	mAP 40.17 Rank-1 73.00 Rank-5 81.41 Rank-10 85.40	CORE-ReID V2: Advancing the Domain Adaptation for Object Re-Identification with Optimized Training and Ensemble Fusion 2025-07-04	코드 1
SPCL	mAP 38.9 Rank-1 80.4 Rank-5 86.8	Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID 2020-06-04	코드 1 · 코드 2 · 코드 3
UDAR	mAP 35.8 Rank-1 76.9 Rank-5 85.8 Rank-10 89.0	Unsupervised Domain Adaptive Re-Identification: Theory and Practice 2018-07-30	코드 1 · 코드 2 · 코드 3
MMT	mAP 35.3 Rank-1 74.6 Rank-5 82.6 Rank-10 -	Mutual Mean-Teaching: Pseudo Label Refinery for Unsupervised Domain Adaptation on Person Re-identification 2020-01-06	코드 1 · 코드 2
VDAF	mAP 24.86 Rank-1 46.32 Rank-5 55.17 Rank-10 -	Image-to-image domain adaptation for vehicle re-identification 2023-03-30	연결 없음
ECN	mAP 20.06 Rank-1 57.41 Rank-5 70.53 Rank-10 -	Invariance Matters: Exemplar Memory for Domain Adaptive Person Re-identification 2019-04-03	코드 1 · 코드 2
PUL	mAP 17.06 Rank-1 55.24 Rank-5 67.34 Rank-10 -	Unsupervised Person Re-identification: Clustering and Fine-tuning 2017-05-30	코드 1
SPGAN	mAP 16.4 Rank-1 57.4 Rank-5 70.0 Rank-10 75.6	Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification 2017-11-19	코드 1 · 코드 2