Visual Place Recognition on St Lucia

Metric: Recall@1 (higher is better)

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#	Model↕	Recall@1▼	Extra Data	Paper	Date↕	Code
1	EffoVPR	100	No	EffoVPR: Effective Foundation Model Utilization ...	2024-05-28	-
2	BoQ (DINOv2)	100	No	BoQ: A Place is Worth a Bag of Learnable Queries	2024-05-12	Code
3	FoL-global	99.9	No	Focus on Local: Finding Reliable Discriminative ...	2025-04-14	Code
4	FoL	99.9	No	Focus on Local: Finding Reliable Discriminative ...	2025-04-14	Code
5	SelaVPR	99.8	No	Towards Seamless Adaptation of Pre-trained Model...	2024-02-22	Code
6	ProGEO	99.7	Yes	ProGEO: Generating Prompts through Image-Text Co...	2024-06-04	Code
7	MixVPR	99.66	No	MixVPR: Feature Mixing for Visual Place Recognit...	2023-03-03	Code
8	CosPlace	99.59	No	Rethinking Visual Geo-localization for Large-Sca...	2022-04-05	Code
9	AnyLoc-VLAD-DINOv2	96.17	No	AnyLoc: Towards Universal Visual Place Recognition	2023-08-01	Code
10	DINOv2	78.62	No	DINOv2: Learning Robust Visual Features without ...	2023-04-14	Code
11	CLIP	62.7	No	AnyLoc: Towards Universal Visual Place Recognition	2023-08-01	Code
12	NetVLAD	57.92	No	NetVLAD: CNN architecture for weakly supervised ...	2015-11-23	Code
13	DINO	45.22	No	Emerging Properties in Self-Supervised Vision Tr...	2021-04-29	Code

#1EffoVPR
100
Recall@1· 2024-05-28
EffoVPR: Effective Foundation Model Utilization for Visual Place Recognition
#2BoQ (DINOv2)SOTA
100
Recall@1· 2024-05-12
BoQ: A Place is Worth a Bag of Learnable Queries Code
#3FoL-global
99.9
Recall@1· 2025-04-14
Focus on Local: Finding Reliable Discriminative Regions for Visual Place Recognition Code
#4FoL
99.9
Recall@1· 2025-04-14
Focus on Local: Finding Reliable Discriminative Regions for Visual Place Recognition Code
#5SelaVPRSOTA
99.8
Recall@1· 2024-02-22
Towards Seamless Adaptation of Pre-trained Models for Visual Place Recognition Code
#6ProGEO
99.7
Recall@1· Extra Data· 2024-06-04
ProGEO: Generating Prompts through Image-Text Contrastive Learning for Visual Geo-localization Code
#7MixVPRSOTA
99.66
Recall@1· 2023-03-03
MixVPR: Feature Mixing for Visual Place Recognition Code
#8CosPlaceSOTA
99.59
Recall@1· 2022-04-05
Rethinking Visual Geo-localization for Large-Scale Applications Code
#9AnyLoc-VLAD-DINOv2
96.17
Recall@1· 2023-08-01
AnyLoc: Towards Universal Visual Place Recognition Code
#10DINOv2
78.62
Recall@1· 2023-04-14
DINOv2: Learning Robust Visual Features without Supervision Code
#11CLIP
62.7
Recall@1· 2023-08-01
AnyLoc: Towards Universal Visual Place Recognition Code
#12NetVLADSOTA
57.92
Recall@1· 2015-11-23
NetVLAD: CNN architecture for weakly supervised place recognition Code
#13DINO
45.22
Recall@1· 2021-04-29
Emerging Properties in Self-Supervised Vision Transformers Code