# Hierarchical Image Classification on tieredImageNet-H (test) Source: [Hierarchical Image Classification on tieredImageNet-H (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:46:27.292Z Evaluation of hierarchical image classification performance on the test split of the tieredImageNet-H dataset, focusing on hierarchical distance metrics. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Image Classification | | Dataset (including any stated split) | tieredImageNet-H (test) | | Metric | Hierarchical Distance @1 | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 38 of 38 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Hierarchical Distance @1](): Lower is better; unit: SCALAR. - [Top-1 Error](): Lower is better; unit: PERCENT. - [Mistake Severity](): Lower is better; unit: SCALAR. - [Hierarchical Distance @5](): Lower is better; unit: SCALAR. - [Hierarchical Distance @20](): Lower is better; unit: SCALAR. - [Accuracy](): Higher is better; unit: PERCENT. - [MS](): Lower is better; unit: SCALAR. - [HOPS](): Higher is better; unit: SCALAR. - [HOPS@5](): Higher is better; unit: SCALAR. - [HOPS@20](): Higher is better; unit: SCALAR. ## Recorded results | Method | Hierarchical Distance @1 | Result date | Report paper | | --- | --- | --- | --- | | ViT-Hier-CoS | 1.67 | Not recorded | 68fa775a1e209131cea729dc | | ViT-Cross Entropy | 1.69 | Not recorded | 68fa775a1e209131cea729dc | | HXE+CRM | 1.82 | Not recorded | 68fa775a1e209131cea729dc | | HAFrame | 1.82 | Not recorded | 68fa775a1e209131cea729dc | | Cross Entropy | 1.83 | Not recorded | 68fa775a1e209131cea729dc | | HAFeat | 1.83 | Not recorded | 68fa775a1e209131cea729dc | | Hier-CoS | 1.86 | Not recorded | 68fa775a1e209131cea729dc | | Flamingo | 1.93 | Not recorded | 68fa775a1e209131cea729dc | | HiE | 2.07 | Not recorded | 68fa71011e209131cea4e7b0 | | HiE | 2.07 | Not recorded | 68fa71011e209131cea4e7b0 | | HAF | 2.14 | Not recorded | 68fa71011e209131cea4e7b0 | | Cross-Entropy | 2.14 | Not recorded | 68fa71011e209131cea4e7b0 | | HXE | 2.14 | Not recorded | 68fa71011e209131cea4e7b0 | | HAF | 2.14 | Not recorded | 68fa71011e209131cea4e7b0 | | HXE | 2.15 | Not recorded | 68fa71011e209131cea4e7b0 | | Soft-labels | 2.15 | Not recorded | 68fa71011e209131cea4e7b0 | | Soft-labels | 2.15 | Not recorded | 68fa71011e209131cea4e7b0 | | Soft-labels | 2.15 | Not recorded | 68fa775a1e209131cea729dc | | Cross-Entropy | 2.17 | Not recorded | 68fa71011e209131cea4e7b0 | | HiE-Self | 2.17 | Not recorded | 68fa71011e209131cea4e7b0 | | HiE-Self | 2.19 | Not recorded | 68fa71011e209131cea4e7b0 | | HAFeat | 2.26 | Not recorded | 68fa775a1e209131cea729dc | | HXE | 2.32 | Not recorded | 68fa71011e209131cea4e7b0 | | Cross-Entropy-H | 2.32 | Not recorded | 68fa71011e209131cea4e7b0 | | HXE | 2.32 | Not recorded | 68fa71011e209131cea4e7b0 | | YOLO-v2 | 2.34 | Not recorded | 68fa71011e209131cea4e7b0 | | Chang et al. | 2.34 | Not recorded | 68fa71011e209131cea4e7b0 | | Chang et al. | 2.34 | Not recorded | 68fa71011e209131cea4e7b0 | | Cross-Entropy-H | 2.35 | Not recorded | 68fa71011e209131cea4e7b0 | | YOLO-v2 | 2.38 | Not recorded | 68fa71011e209131cea4e7b0 | | YOLO-v2 | 2.38 | Not recorded | 68fa775a1e209131cea729dc | | Flamingo | 2.42 | Not recorded | 68fa775a1e209131cea729dc | | Soft-labels | 2.57 | Not recorded | 68fa71011e209131cea4e7b0 | | Barz & Denzler | 2.7 | Not recorded | 68fa71011e209131cea4e7b0 | | Barz & Denzler | 2.7 | Not recorded | 68fa775a1e209131cea729dc | | Soft-labels | 6.24 | Not recorded | 68fa71011e209131cea4e7b0 | | Soft-labels | 6.24 | Not recorded | 68fa775a1e209131cea729dc | | Barz & Denzler | 11.92 | Not recorded | 68fa71011e209131cea4e7b0 | ### ViT-Hier-CoS Hierarchical Distance @1: 1.67. Result ID: 699e5d925698665ec41ee9da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"ViT"}. This record does not assert independent reproduction. ### ViT-Cross Entropy Hierarchical Distance @1: 1.69. Result ID: 699e5d925698665ec41ee9d9. [Reporting paper]() Recorded evaluation configuration: {"backbone":"ViT"}. This record does not assert independent reproduction. ### HXE+CRM Hierarchical Distance @1: 1.82. Result ID: 699e5d925698665ec41ee9d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HAFrame Hierarchical Distance @1: 1.82. Result ID: 699e5d925698665ec41ee9d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Cross Entropy Hierarchical Distance @1: 1.83. Result ID: 699e5d925698665ec41ee9cd. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HAFeat Hierarchical Distance @1: 1.83. Result ID: 699e5d925698665ec41ee9d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"version":"I"}. This record does not assert independent reproduction. ### Hier-CoS Hierarchical Distance @1: 1.86. Result ID: 699e5d925698665ec41ee9d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Flamingo Hierarchical Distance @1: 1.93. Result ID: 699e5d925698665ec41ee9d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"version":"I"}. This record does not assert independent reproduction. ### HiE Hierarchical Distance @1: 2.07. Result ID: 699184de3a6c31484908aff7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CRM":false}. This record does not assert independent reproduction. ### HiE Hierarchical Distance @1: 2.07. Result ID: 699184de3a6c31484908b003. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CRM":true}. This record does not assert independent reproduction. ### HAF Hierarchical Distance @1: 2.14. Result ID: 699184de3a6c31484908aff6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CRM":false}. This record does not assert independent reproduction. ### Cross-Entropy Hierarchical Distance @1: 2.14. Result ID: 699184de3a6c31484908aff8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CRM":true}. This record does not assert independent reproduction. ### HXE Hierarchical Distance @1: 2.14. Result ID: 699184de3a6c31484908affd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CRM":true,"alpha":0.1}. This record does not assert independent reproduction. ### HAF Hierarchical Distance @1: 2.14. Result ID: 699184de3a6c31484908b002. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CRM":true}. This record does not assert independent reproduction. ### HXE Hierarchical Distance @1: 2.15. Result ID: 699184de3a6c31484908aff1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CRM":false,"alpha":0.1}. This record does not assert independent reproduction. ### Soft-labels Hierarchical Distance @1: 2.15. Result ID: 699184de3a6c31484908aff3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CRM":false,"beta":30}. This record does not assert independent reproduction. ### Soft-labels Hierarchical Distance @1: 2.15. Result ID: 699184de3a6c31484908afff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CRM":true,"beta":30}. This record does not assert independent reproduction. ### Soft-labels Hierarchical Distance @1: 2.15. Result ID: 699e5d925698665ec41ee9d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":30}. This record does not assert independent reproduction. ### Cross-Entropy Hierarchical Distance @1: 2.17. Result ID: 699184de3a6c31484908afec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CRM":false}. This record does not assert independent reproduction. ### HiE-Self Hierarchical Distance @1: 2.17. Result ID: 699184de3a6c31484908affa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CRM":true}. This record does not assert independent reproduction. ### HiE-Self Hierarchical Distance @1: 2.19. Result ID: 699184de3a6c31484908afee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CRM":false}. This record does not assert independent reproduction. ### HAFeat Hierarchical Distance @1: 2.26. Result ID: 699e5d925698665ec41ee9d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"version":"II"}. This record does not assert independent reproduction. ### HXE Hierarchical Distance @1: 2.32. Result ID: 699184de3a6c31484908aff2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CRM":false,"alpha":0.6}. This record does not assert independent reproduction. ### Cross-Entropy-H Hierarchical Distance @1: 2.32. Result ID: 699184de3a6c31484908aff9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CRM":true}. This record does not assert independent reproduction. ### HXE Hierarchical Distance @1: 2.32. Result ID: 699184de3a6c31484908affe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CRM":true,"alpha":0.6}. This record does not assert independent reproduction. ### YOLO-v2 Hierarchical Distance @1: 2.34. Result ID: 699184de3a6c31484908aff0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CRM":false}. This record does not assert independent reproduction. ### Chang et al. Hierarchical Distance @1: 2.34. Result ID: 699184de3a6c31484908aff5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CRM":false}. This record does not assert independent reproduction. ### Chang et al. Hierarchical Distance @1: 2.34. Result ID: 699184de3a6c31484908b001. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CRM":true}. This record does not assert independent reproduction. ### Cross-Entropy-H Hierarchical Distance @1: 2.35. Result ID: 699184de3a6c31484908afed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CRM":false}. This record does not assert independent reproduction. ### YOLO-v2 Hierarchical Distance @1: 2.38. Result ID: 699184de3a6c31484908affc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CRM":true}. This record does not assert independent reproduction. ### YOLO-v2 Hierarchical Distance @1: 2.38. Result ID: 699e5d925698665ec41ee9cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Flamingo Hierarchical Distance @1: 2.42. Result ID: 699e5d925698665ec41ee9d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"version":"II"}. This record does not assert independent reproduction. ### Soft-labels Hierarchical Distance @1: 2.57. Result ID: 699184de3a6c31484908aff4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CRM":false,"beta":4}. This record does not assert independent reproduction. ### Barz & Denzler Hierarchical Distance @1: 2.7. Result ID: 699184de3a6c31484908afef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CRM":false}. This record does not assert independent reproduction. ### Barz & Denzler Hierarchical Distance @1: 2.7. Result ID: 699e5d925698665ec41ee9ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Soft-labels Hierarchical Distance @1: 6.24. Result ID: 699184de3a6c31484908b000. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CRM":true,"beta":4}. This record does not assert independent reproduction. ### Soft-labels Hierarchical Distance @1: 6.24. Result ID: 699e5d925698665ec41ee9d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":4}. This record does not assert independent reproduction. ### Barz & Denzler Hierarchical Distance @1: 11.92. Result ID: 699184de3a6c31484908affb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CRM":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.