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Individual Re-identification on Hula painted frog 1.0 (Labeled set)

97.8Top-1 ID AccuracyALIKED + LightGlue
0.14425.49750.8576.203Jan 13, 2026

Evaluation results

MethodLinks
ALIKED + LightGlueFeature extractor=ALIKED, Matcher=LightGlue, Running time (sec)=28,2372026.0197.898.799.397.898.799.499.6
Two-stage pipelineRunning time (sec)=2,3072026.0195.69797.696.997.897.8—
ALIKED + ClassicalFeature extractor=ALIKED, Matcher=Classical, Running time (sec)=4,3682026.0186.792.494.686.792.196.797.4
SIFT + LightGlueFeature extractor=SIFT, Matcher=LightGlue, Running time (sec)=24,7042026.018185.289.38184.792.493.9
SIFT + ClassicalFeature extractor=SIFT, Matcher=Classical, Running time (sec)=8,4102026.014556.668.14556.579.386.3
MiewID-msv3Feature extractor=MiewID-msv3, Matcher=Cosine similarity, Running time (sec)=47.72026.018.719.436.28.717.251.860.1
MegaDescriptor-L-224Feature extractor=MegaDescriptor-L-224, Matcher=Cosine similarity, Running time (sec)=39.32026.013.911.327.33.99.243.459.8