Generalized Contrastive Optimization of Siamese Networks for Place Recognition

Benchmark Model Rank Results
visual-place-recognition-on-mapillary-testResNeXt-GCL-PCA#20Recall@1: 62.3Recall@5: 76.2Recall@10: 81.1
visual-place-recognition-on-mapillary-testRexNeXt-GCL#22Recall@1: 56.0Recall@5: 70.8Recall@10: 75.1
visual-place-recognition-on-pittsburgh-250k-testResNet152-GeM-GCL (PCAw 2048-D)#28Recall@1: 83.8Recall@10: 96.1Recall@5: 93.7
visual-place-recognition-on-tokyo247GCL [trained only on MSLS]#28Recall@1: 69.84Recall@5: 84.76Recall@10: 80.63
visual-place-recognition-on-mapillary-valResNeXt GCL + PCA#31Recall@1: 80.9Recall@5: 90.7Recall@10: 92.6
visual-place-recognition-on-mapillary-valResNeXt GCL#33Recall@1: 75.5Recall@5: 86.1Recall@10: 88.5
visual-place-recognition-on-pittsburgh-30k-testGCL [trained only on MSLS]#35Recall@1: 81.94Recall@5: 94.56