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SOTA
Visual Place Recognition
Visual Place Recognition On Mapillary Val
Visual Place Recognition On Mapillary Val
Metrics
Recall@1
Recall@10
Recall@5
Results
Performance results of various models on this benchmark
Columns
Model Name
Recall@1
Recall@10
Recall@5
Paper Title
Repository
Conv-AP
83.4
92.3
90.5
GSV-Cities: Toward Appropriate Supervised Visual Place Recognition
-
Patch-NetVLAD
79.5
87.7
86.2
Patch-NetVLAD: Multi-Scale Fusion of Locally-Global Descriptors for Place Recognition
-
NetVLAD (with GPM)
82.0
91.4
90.4
Global Proxy-based Hard Mining for Visual Place Recognition
-
CosPlace (ResNet-101 2048-D)
86.7
93.4
92.1
Rethinking Visual Geo-localization for Large-Scale Applications
-
SelaVPR
90.8
97.2
96.4
Towards Seamless Adaptation of Pre-trained Models for Visual Place Recognition
-
ResNeXt GCL + PCA
80.9
92.6
90.7
Generalized Contrastive Optimization of Siamese Networks for Place Recognition
-
ResNeXt GCL
75.5
88.5
86.1
Generalized Contrastive Optimization of Siamese Networks for Place Recognition
-
BoQ
93.8
97
96.8
BoQ: A Place is Worth a Bag of Learnable Queries
-
CosPlace
-
91.8
89.9
Rethinking Visual Geo-localization for Large-Scale Applications
-
DINOv2 SALAD
92.2
97
96.4
Optimal Transport Aggregation for Visual Place Recognition
-
Pair-VPR-p
95.4
97.7
97.3
Pair-VPR: Place-Aware Pre-training and Contrastive Pair Classification for Visual Place Recognition with Vision Transformers
-
MixVPR
88.2
94.3
93.1
MixVPR: Feature Mixing for Visual Place Recognition
-
BoQ (ResNet-50)
91.2
96.1
95.3
BoQ: A Place is Worth a Bag of Learnable Queries
-
EffoVPR
92.8
97.4
97.2
EffoVPR: Effective Foundation Model Utilization for Visual Place Recognition
-
Pair-VPR-s
93.7
97.3
97.2
Pair-VPR: Place-Aware Pre-training and Contrastive Pair Classification for Visual Place Recognition with Vision Transformers
-
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