HyperAI초신경

홈 뉴스 최신 연구 논문 튜토리얼 데이터셋 백과사전 SOTA LLM 모델 GPU 랭킹 컨퍼런스

한국어

HyperAI초신경

Unsupervised Person Re Identification On 5

평가 지표

MAP

Rank-1

Rank-10

Rank-5

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름	MAP	Rank-1	Rank-10	Rank-5	Paper Title	Repository
ICE	69.9	83.3	94.1	91.5	ICE: Inter-instance Contrastive Encoding for Unsupervised Person Re-identification
Self-Similarity Grouping (one shot)	55.9	72.4	87.7	84	Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identification
SpCL	65.3	81.2	92.2	90.3	Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID
ECN	40.4	63.3	80.4	75.8	Invariance Matters: Exemplar Memory for Domain Adaptive Person Re-identification
VAL-PAT	74.9	86.1	-	-	Learning Transferable Pedestrian Representation from Multimodal Information Supervision
PTGAN	-	27.4	50.7	-	Person Transfer GAN to Bridge Domain Gap for Person Re-Identification
SPGAN+LMP	26.2	46.4	68.0	62.3	Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification
TMGF	76.8	86.7	94.1	92.9	Transformer Based Multi-Grained Features for Unsupervised Person Re-Identification
Group Sampling	69.1	82.7	93.5	91.1	Rethinking Sampling Strategies for Unsupervised Person Re-identification
CACL	69.6	82.6	93.8	91.2	Cluster-guided Asymmetric Contrastive Learning for Unsupervised Person Re-Identification
PUL	16.4	30.0	48.5	43.4	Unsupervised Person Re-identification: Clustering and Fine-tuning
CAP	67.3	81.1	91.8	89.3	Camera-aware Proxies for Unsupervised Person Re-Identification
HHCL(ResNet50 w/o RK)	73.3	85.1	94.6	92.4	Hard-sample Guided Hybrid Contrast Learning for Unsupervised Person Re-Identification

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