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. 2024 Mar 29;10:e1929. doi: 10.7717/peerj-cs.1929

Table 4. Index time in milliseconds for fixed-radius NN search on the real-world datasets (rounded to four significant digits).

Dataset k-d tree Balltree SNN
F-MNIST 9,035 7,882 1,335
SIFT10K 720.5 662.1 79.1
SIFT1M 3,292 2,921 179
GIST 319,400 297,900 29,140
GloVe100 41,210 39,800 1,549
DEEP1B 446,000 464,100 14,730

Note:

Lower is better and the best values are highlighted in bold.