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SOTA Hierarchical classification benchmarks and papers with code | Wizwand
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Hierarchical classification
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
AfroScope-Data confusable (test)
Mirror-Serengeti
Macro F1
98
36
1mo ago
FathomNet Weighted Overall 2025 (Weighted Public Private)
MATANet
Weighted Hierarchical Distance (WgtAvg)
1.54
15
1mo ago
FathomNet Private 2025 (test)
MATANet
Hierarchical Distance (HD)
1.45
15
1mo ago
FathomNet Public 2025 (test)
Top2
Hierarchical Distance (HD)
1.44
15
1mo ago
iNaturalist-19 (test)
Hier-COS
Accuracy
80.81
14
1mo ago
CIFAR-100 (test)
Flamingo-I
Accuracy
0.7787
12
1mo ago
ImageNet (val)
UNCHA
TIE
2.94
10
25d ago
FiftyWords
LCPN+F
LE
1.022
8
16d ago
Faces
Global
LE Metric
0.263
8
16d ago
Yeast
Global
LE Metric
0.09
8
16d ago
ProximalPhalanxTW
Global
LE
0.9
8
16d ago
Glass
LCPN+F
LE
1.007
8
16d ago
PlantCLEF 2015
NCRSVP
Coverage (COV)
100
7
5d ago
Caltech-256
NCRSVP-3
Coverage (COV.)
100
7
5d ago
DBpedia
NPS
Coverage
100
7
5d ago
Caltech-101
NPS
Coverage
100
7
5d ago
AMB
NPS
Coverage (COV)
100
7
5d ago
CIFAR-10
NCRSVP
Coverage
100
7
5d ago
FGVC-Aircraft (test)
Hier-COS
Accuracy
0.8175
7
1mo ago
WordNet
MERU
TIE
3.815
6
1mo ago
Amazon Beauty Tree Depth = 3, 4, 5 (test)
BART-MNLI + T0pp
Accuracy
43.98
6
1mo ago
Amazon Beauty Tree Depth = 2 (test)
BART-MNLI + T0pp (Primed+)
Accuracy
64.25
6
1mo ago
Web of Sciences (WOS) Tree Depth = 2 (test)
BART-MNLI + T0pp (Primed+)
Accuracy
61.78
6
1mo ago
GO
HiLAP
Micro-F1
45.4
5
1mo ago
FunCat
HiLAP
Micro F1
26.5
5
1mo ago
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