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Hierarchical Image Classification on iNaturalist 2021

85.12Accuracy (fine)

NeSy Epistemic

Updated 1mo ago

Evaluation Results

Method	Links
NeSy Epistemic 2026.05		85.12	98.55	0.9914	98.85	97.64	98.24	0.0674	0.0111	0.0829	0.0029	-	-	-	-	-	-	-
NeSy Epistemic 2026.05		84.57	98.3	0.9935	98.64	97.78	98.2	0.0743	0.011	0.0882	0.0032	-	-	-	-	-	-	-
NeSy Epistemic 2026.05		84.42	98.57	0.9923	98.87	98.06	98.46	0.0751	0.0099	0.0898	0.0035	-	-	-	-	-	-	-
NeSy Epistemic 2026.05		83.65	98.42	0.9939	98.59	97.64	98.11	0.0757	0.0103	0.0928	0.0039	-	-	-	-	-	-	-
NeSy Epistemic 2026.05		83.19	98.35	0.9929	98.69	97.69	98.18	0.0763	0.0098	0.0957	0.0038	-	-	-	-	-	-	-
NeSy Epistemic 2026.05		82.46	98.32	0.9916	98.64	97.85	98.24	0.0783	0.0088	0.0992	0.0042	-	-	-	-	-	-	-
NeSy Epistemic 2026.05		82.29	98.43	0.9907	98.88	97.83	98.35	0.0894	0.0093	0.1046	0.0049	-	-	-	-	-	-	-
NeSy Epistemic 2026.05		82.17	98.35	0.9919	98.49	97.79	98.13	0.0922	0.0089	0.1056	0.005	-	-	-	-	-	-	-
NeSy Epistemic 2026.05		81.97	98.23	0.9919	98.6	97.79	98.19	0.0917	0.0085	0.107	0.0052	-	-	-	-	-	-	-
Epistemic (RS-NN) 2026.05		79.55	97.9	0.9846	97.68	95.74	96.68	0.1263	0.0141	0.1349	0.0095	-	-	-	-	-	-	-
Base 2026.05		79.04	96.06	0.9801	94	94.4	94.2	0.0344	0.0141	0.585	0.084	-	-	-	-	-	-	-
Level-Restricted Contrastive Learning 2026.06		63	-	-	-	-	-	-	-	-	-	98.85	98.39	67.23	78.22	78.69	68.36	78.96
Level-Restricted Contrastive Learning 2026.06		51.35	-	-	-	-	-	-	-	-	-	98.97	98.48	71.81	75.84	82.25	73.96	78.95
BioCLIP 2026.06		50.79	-	-	-	-	-	-	-	-	-	86.28	56.14	41.69	26.95	30.37	47.21	48.49
RCME 2026.06		50.5	-	-	-	-	-	-	-	-	-	86.26	83	70.79	46.46	44.74	59.28	63
OpenCLIP 2026.06		2.09	-	-	-	-	-	-	-	-	-	84.76	35.37	26.08	19.25	7.71	6.8	26.01