Generalized Category Discovery on Herbarium19 (test) benchmark leaderboard · SOTA2 Research

Generalized Category Discovery on Herbarium19 (test)

49.3Score (All Categories)LAGCD

Evaluation Results

Method	Links
LAGCD2026.05		49.3	67.2	39.6
FlipClass2024.09		46.3	60.2	40.7
μGCD2024.09		45.8	61.9	37.2
µGCD2025.04		45.8	61.9	37.2
µGCD2026.02		45.8	61.9	37.2
µGCD2026.05		45.8	61.9	37.2
AdaptGCD2026.05		45.7	60.6	37.7
Hyp-SimGCD2025.04		45.1	60.1	36.9
LegoGCD2026.05		45.1	57.4	38.4
SIEFormer2026.02		44.7	57.7	37.7
ProtoGCD2026.02		44.5	59.4	36.5
SIEFormer2026.02		44.5	57.2	37.6
ProtoGCD2026.05		44.5	59.4	36.5
AMEND2024.09		44.2	60.5	35.4
AMEND2026.05		44.2	60.5	35.4
SimGCD2024.09		44	58	36.4
SimGCD2025.04		44	58	36.4
SimGCD2026.05		44	58	36.4
SPTNet2026.02		43.4	58.7	35.2
SPTNet2026.05		43.4	58.7	35.2
SimGCD2026.02		43	58	35.1
MIB2024.09		42.3	56.1	34.8
InfoSieve2024.09		41	55.4	33.2
Hyp-SelEx2025.04		40.5	49	36
InfoSieve2025.04		40.3	59	30.2
SelEx2025.04		39.6	54.9	31.3
OpenCon2024.09		39.3	58.9	28.6
OpenCon2025.04		39.3	58.9	28.6
Hyp-GCD2025.04		38.6	43.1	36.2
PCAL2024.09		37	52	28.9
PromptCAL2026.02		37	52	28.9
PromptCAL2026.05		37	52	28.9
SIEFormer2026.02		36.5	54.5	26.8
CMS2024.09		36.4	54.9	26.4
CMS2026.02		36.4	54.9	26.4
CMS2026.05		36.4	54.9	26.4
GCD2024.09		35.4	51	27
GCD2025.04		35.4	51	27
GCD2026.02		35.4	51	27
ORCA2026.05		35.4	51	27
UNO+2024.09		28.3	53.7	12.8
UNO+2026.02		28.3	53.7	14.7
UNO+2026.05		28.3	53.7	14.7
RS+2024.09		27.9	55.8	12.8
RankStats+2026.02		27.9	55.8	12.8
RankStats+2026.05		27.9	55.8	12.8
ORCA2025.04		24.6	26.5	23.7
ORCA2026.02		22	31.8	17.1
ORCA2024.09		20.9	30.9	15.5
GCD2026.05		20.9	30.9	15.5
k-means2024.09		13	12.2	13.4
k-means2026.05		13	12.2	13.4