# Hierarchical Classification on ImageNet (val) Source: [Hierarchical Classification on ImageNet (val)]() Collection index: [llms.txt]() Data updated: 2026-03-24T17:01:11.728Z Evaluation of Hierarchical Classification performance on the validation split of ImageNet, measured using metrics such as TIE, LCA, J, PH, and RH. 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 | Hierarchical Classification | | Dataset (including any stated split) | ImageNet (val) | | Metric | TIE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 10 of 10 | | 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 - [TIE](): Lower is better; unit: SCALAR. - [LCA](): Lower is better; unit: SCALAR. - [J](): Higher is better; unit: SCALAR. - [PH](): Higher is better; unit: SCALAR. - [RH](): Higher is better; unit: SCALAR. ## Recorded results | Method | TIE | Result date | Report paper | | --- | --- | --- | --- | | UNCHA | 2.94 | Not recorded | 69c21ad20636e5bf4afc4ce2 | | HyCoCLIP | 3.17 | Not recorded | 69c21ad20636e5bf4afc4ce2 | | UNCHA | 3.39 | Not recorded | 69c21ad20636e5bf4afc4ce2 | | HyCoCLIP | 3.55 | Not recorded | 69c21ad20636e5bf4afc4ce2 | | CLIP | 3.6 | Not recorded | 69c21ad20636e5bf4afc4ce2 | | MERU | 3.63 | Not recorded | 69c21ad20636e5bf4afc4ce2 | | CLIP | 4.02 | Not recorded | 69c21ad20636e5bf4afc4ce2 | | MERU | 4.08 | Not recorded | 69c21ad20636e5bf4afc4ce2 | | ATMG† | 4.19 | Not recorded | 69c21ad20636e5bf4afc4ce2 | | ATMG† | 4.26 | Not recorded | 69c21ad20636e5bf4afc4ce2 | ### UNCHA TIE: 2.94. Result ID: 69c2c33f47f34ce924ac6e6e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction. ### HyCoCLIP TIE: 3.17. Result ID: 69c2c33f47f34ce924ac6e6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction. ### UNCHA TIE: 3.39. Result ID: 69c2c33f47f34ce924ac6e69. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-S/16","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction. ### HyCoCLIP TIE: 3.55. Result ID: 69c2c33f47f34ce924ac6e68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-S/16","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction. ### CLIP TIE: 3.6. Result ID: 69c2c33f47f34ce924ac6e6a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction. ### MERU TIE: 3.63. Result ID: 69c2c33f47f34ce924ac6e6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction. ### CLIP TIE: 4.02. Result ID: 69c2c33f47f34ce924ac6e65. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-S/16","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction. ### MERU TIE: 4.08. Result ID: 69c2c33f47f34ce924ac6e66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-S/16","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction. ### ATMG† TIE: 4.19. Result ID: 69c2c33f47f34ce924ac6e6c. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction. ### ATMG† TIE: 4.26. Result ID: 69c2c33f47f34ce924ac6e67. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-S/16","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.