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Fine-grained Classification on iNaturalist-19

35.33Top-1 Error Rate

HiE

Updated 2d ago

Evaluation Results

Method	Links
HiE 2023.02		35.33	2.15	0.76	1.33	2.19	-
HiE 2023.02		35.42	2.14	0.75	1.23	1.79	-
HiE-Self 2023.02		36.36	2.36	0.86	1.44	2.31	-
HAF 2023.02		36.4	2.28	0.83	1.62	2.55	-
Cross-Entropy 2023.02		36.44	2.39	0.87	1.97	3.25	-
HiE-Self 2023.02		36.45	2.34	0.85	1.32	1.86	-
HAF 2023.02		36.48	2.25	0.82	1.29	1.84	-
Cross-Entropy 2023.02		36.51	2.33	0.85	1.32	1.86	-
Chang et al. 2023.02		37.23	2.28	0.85	1.75	3.02	-
Chang et al. 2023.02		37.31	2.24	0.84	1.3	1.84	-
Cross-Entropy-H 2023.02		37.63	2.37	0.89	1.86	2.96	-
Cross-Entropy-H 2023.02		37.7	2.33	0.88	1.33	1.87	-
HXE 2023.02		41.47	2.38	0.99	1.41	1.93	-
HXE 2023.02		41.48	2.41	1	1.77	2.69	-
Soft-labels 2023.02		41.67	2.32	0.97	1.5	2.23	-
Soft-labels 2023.02		41.99	2.31	0.97	1.4	1.91	-
YOLO-v2 2023.02		44.37	2.42	1.08	1.9	2.87	-
YOLO-v2 2023.02		45.17	2.43	1.1	1.5	1.99	-
HXE 2023.02		45.45	2.24	1.02	1.7	2.55	-
HXE 2023.02		45.6	2.21	1.01	1.4	1.86	-
Barz & Denzler 2023.02		62.63	1.99	1.24	1.49	1.97	-
Soft-labels 2023.02		74.7	1.82	1.36	1.49	1.96	-
Barz & Denzler 2023.02		75.61	4.62	3.49	3.66	3.84	-
Soft-labels 2023.02		77.34	2.06	1.6	1.72	2.14	-
DINO 2026.02		-	-	-	-	-	36.63
SimDINO 2026.02		-	-	-	-	-	36.2
BITS-fixed 2026.02		-	-	-	-	-	53.2
BITS-reset 2026.02		-	-	-	-	-	29.74
DINO 2026.02		-	-	-	-	-	24.82
SimDINO 2026.02		-	-	-	-	-	29.08
BITS-fixed 2026.02		-	-	-	-	-	54.39
BITS-reset 2026.02		-	-	-	-	-	49.01