notes.txt

Pretrained models performance:

* Oxford.pth

Dataset: oxford
Avg. top 1% recall: 98.75   Avg. similarity: 42.6129   Avg. recall @N:
[95.84025254 97.75770653 98.46489245 98.76236066 98.9449185  99.095221
 99.19596498 99.26138427 99.3278121  99.39861447 99.43807235 99.47659116
 99.51128797 99.53287989 99.55760504 99.57781506 99.59509218 99.61627429
 99.63799758 99.66192239 99.68232273 99.69012891 99.70126897 99.71062566
 99.72480606]
Dataset: business
Avg. top 1% recall: 92.36   Avg. similarity: 37.7299   Avg. recall @N:
[87.24967619 92.36439224 94.00141101 95.21065068 96.16874693 96.69881028
 97.0260907  97.25260716 97.40374417 97.70601948 98.00829734 98.15968688
 98.33645969 98.41260182 98.48810816 98.63950282 98.68988353 98.81564239
 98.91640126 98.99241521 99.01741521 99.06779592 99.14368168 99.24418802
 99.26931364]
Dataset: residential
Avg. top 1% recall: 94.69   Avg. similarity: 37.3679   Avg. recall @N:
[89.44234234 93.54504505 94.68738739 95.15855856 95.62882883 96.1
 96.16756757 96.36846847 96.43513514 96.63693694 96.7045045  96.7045045
 96.77207207 96.97477477 97.10990991 97.17747748 97.24504505 97.31261261
 97.31261261 97.38018018 97.51351351 97.58018018 97.64684685 97.71441441
 97.78108108]
Dataset: university
Avg. top 1% recall: 98.00   Avg. similarity: 38.9549   Avg. recall @N:
[92.90959041 96.1996337  97.23110223 98.0044955  98.26257076 98.64885115
 98.84199134 98.90692641 99.16416916 99.29237429 99.42141192 99.42141192
 99.42141192 99.42141192 99.42141192 99.42141192 99.48551449 99.48551449
 99.54961705 99.54961705 99.61371961 99.61371961 99.61371961 99.61371961
 99.61371961]

* Usyd.pth

Dataset: usyd
Avg. top 1% recall: 98.86   Avg. similarity: 22.8094   Avg. recall @N:
[96.45973056 97.6756818  98.14844963 98.42701886 98.59958595 98.72611796
 98.83206726 98.90869956 98.98326674 99.04175887 99.09456681 99.13439819
 99.16804763 99.20566173 99.24221877 99.26840837 99.28994169 99.31446986
 99.33525578 99.35051248 99.36369615 99.3751965  99.38729555 99.39890523
 99.40881143]