Hierarchical Image Classification on iNaturalist 2021
85.12Accuracy (fine)NeSy Epistemic
Evaluation Results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| NeSy Epistemict-norm family=Lukasiewicz, Membership function=Gaussian, tau_f=0.6, tau_c=0.5, Warm up=true2026.05 | 85.12 | 98.55 | 0.9914 | 98.85 | 97.64 | 98.24 | 0.0674 | 0.0111 | 0.0829 | 0.0029 | — | — | — | — | — | — | — | |
| NeSy Epistemict-norm family=Godel, Membership function=Trapezoidal, tau_f=0.4, tau_c=0.5, Warm up=true2026.05 | 84.57 | 98.3 | 0.9935 | 98.64 | 97.78 | 98.2 | 0.0743 | 0.011 | 0.0882 | 0.0032 | — | — | — | — | — | — | — | |
| NeSy Epistemict-norm family=Product, Membership function=Triangular, tau_f=0.4, tau_c=0.5, Warm up=true2026.05 | 84.42 | 98.57 | 0.9923 | 98.87 | 98.06 | 98.46 | 0.0751 | 0.0099 | 0.0898 | 0.0035 | — | — | — | — | — | — | — | |
| NeSy Epistemict-norm family=Product, Membership function=Trapezoidal, tau_f=0.4, tau_c=0.5, Warm up=true2026.05 | 83.65 | 98.42 | 0.9939 | 98.59 | 97.64 | 98.11 | 0.0757 | 0.0103 | 0.0928 | 0.0039 | — | — | — | — | — | — | — | |
| NeSy Epistemict-norm family=Lukasiewicz, Membership function=Trapezoidal, tau_f=0.4, tau_c=0.5, Warm up=true2026.05 | 83.19 | 98.35 | 0.9929 | 98.69 | 97.69 | 98.18 | 0.0763 | 0.0098 | 0.0957 | 0.0038 | — | — | — | — | — | — | — | |
| NeSy Epistemict-norm family=Lukasiewicz, Membership function=Triangular, tau_f=0.4, tau_c=0.4, Warm up=true2026.05 | 82.46 | 98.32 | 0.9916 | 98.64 | 97.85 | 98.24 | 0.0783 | 0.0088 | 0.0992 | 0.0042 | — | — | — | — | — | — | — | |
| NeSy Epistemict-norm family=Product, Membership function=Gaussian, tau_f=0.4, tau_c=0.4, Warm up=true2026.05 | 82.29 | 98.43 | 0.9907 | 98.88 | 97.83 | 98.35 | 0.0894 | 0.0093 | 0.1046 | 0.0049 | — | — | — | — | — | — | — | |
| NeSy Epistemict-norm family=Godel, Membership function=Gaussian, tau_f=0.4, tau_c=0.4, Warm up=true2026.05 | 82.17 | 98.35 | 0.9919 | 98.49 | 97.79 | 98.13 | 0.0922 | 0.0089 | 0.1056 | 0.005 | — | — | — | — | — | — | — | |
| NeSy Epistemict-norm family=Godel, Membership function=Triangular, tau_f=0.4, tau_c=0.4, Warm up=true2026.05 | 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 | — | — | — | — | — | — | — | |
| Base2026.05 | 79.04 | 96.06 | 0.9801 | 94 | 94.4 | 94.2 | 0.0344 | 0.0141 | 0.585 | 0.084 | — | — | — | — | — | — | — | |
| Level-Restricted Contrastive LearningSpace=Euclidean2026.06 | 63 | — | — | — | — | — | — | — | — | — | 98.85 | 98.39 | 67.23 | 78.22 | 78.69 | 68.36 | 78.96 | |
| Level-Restricted Contrastive LearningSpace=Hyperbolic2026.06 | 51.35 | — | — | — | — | — | — | — | — | — | 98.97 | 98.48 | 71.81 | 75.84 | 82.25 | 73.96 | 78.95 | |
| BioCLIPSpace=Euclidean2026.06 | 50.79 | — | — | — | — | — | — | — | — | — | 86.28 | 56.14 | 41.69 | 26.95 | 30.37 | 47.21 | 48.49 | |
| RCMESpace=Euclidean2026.06 | 50.5 | — | — | — | — | — | — | — | — | — | 86.26 | 83 | 70.79 | 46.46 | 44.74 | 59.28 | 63 | |
| OpenCLIPSpace=Euclidean2026.06 | 2.09 | — | — | — | — | — | — | — | — | — | 84.76 | 35.37 | 26.08 | 19.25 | 7.71 | 6.8 | 26.01 |