# Generalized Category Discovery on ImageNet 1k Source: [Generalized Category Discovery on ImageNet 1k]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:08.096Z Evaluation of Generalized Category Discovery performance on the ImageNet 1k dataset, reporting accuracies for All, Old, and New categories. 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 | Generalized Category Discovery | | Dataset (including any stated split) | ImageNet 1k | | Metric | Accuracy (All) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 - [Accuracy (All)](): Higher is better; unit: PERCENT. - [Accuracy (Old)](): Higher is better; unit: PERCENT. - [Accuracy (New)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (All) | Result date | Report paper | | --- | --- | --- | --- | | SSR2-GCD | 66.7 | Not recorded | 699d30ad6017c4460ffab65b | | SSR2-GCD | 66.7 | Not recorded | 699d30ad6017c4460ffab65b | | TextGCD | 64.8 | Not recorded | 699d30ad6017c4460ffab65b | | TextGCD | 64.8 | Not recorded | 699d30ad6017c4460ffab65b | | InfoSculpt | 63 | Not recorded | 6969c5e4e25ad2fa9d1ec716 | | LegoGCD | 62.4 | Not recorded | 6969c5e4e25ad2fa9d1ec716 | | GET | 62.4 | Not recorded | 699d30ad6017c4460ffab65b | | GET | 62.4 | Not recorded | 699d30ad6017c4460ffab65b | | SIEFormer | 58.1 | Not recorded | 6992a4839ebc499c97406c77 | | SIEFormer | 57.9 | Not recorded | 6992a4839ebc499c97406c77 | | SimGCD | 57.1 | Not recorded | 6969c5e4e25ad2fa9d1ec716 | | SimGCD | 57.1 | Not recorded | 6992a4839ebc499c97406c77 | | SimGCD | 57.1 | Not recorded | 699d30ad6017c4460ffab65b | | SPTNet | 56.9 | Not recorded | 6992a4839ebc499c97406c77 | | HypGCD | 55 | Not recorded | 6992a4839ebc499c97406c77 | | GCD | 52.5 | Not recorded | 6969c5e4e25ad2fa9d1ec716 | | GCD | 52.5 | Not recorded | 6992a4839ebc499c97406c77 | | GCD | 52.5 | Not recorded | 699d30ad6017c4460ffab65b | | SimGCD | 48.2 | Not recorded | 699d30ad6017c4460ffab65b | ### SSR2-GCD Accuracy (All): 66.7. Result ID: 699e58615698665ec418e7ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP"}. This record does not assert independent reproduction. ### SSR2-GCD Accuracy (All): 66.7. Result ID: 699e58615698665ec418e836. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP"}. This record does not assert independent reproduction. ### TextGCD Accuracy (All): 64.8. Result ID: 699e58615698665ec418e7ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP"}. This record does not assert independent reproduction. ### TextGCD Accuracy (All): 64.8. Result ID: 699e58615698665ec418e834. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP"}. This record does not assert independent reproduction. ### InfoSculpt Accuracy (All): 63. Result ID: 6997ba405698665ec410c30f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LegoGCD Accuracy (All): 62.4. Result ID: 6997ba405698665ec410c30e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"CVPR’24"}. This record does not assert independent reproduction. ### GET Accuracy (All): 62.4. Result ID: 699e58615698665ec418e7eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP"}. This record does not assert independent reproduction. ### GET Accuracy (All): 62.4. Result ID: 699e58615698665ec418e835. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP"}. This record does not assert independent reproduction. ### SIEFormer Accuracy (All): 58.1. Result ID: 699a61915698665ec4e99dc8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"baseline":"SimGCD"}. This record does not assert independent reproduction. ### SIEFormer Accuracy (All): 57.9. Result ID: 699a61915698665ec4e99dc9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"baseline":"SPTNet"}. This record does not assert independent reproduction. ### SimGCD Accuracy (All): 57.1. Result ID: 6997ba405698665ec410c30d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"ICCV’23"}. This record does not assert independent reproduction. ### SimGCD Accuracy (All): 57.1. Result ID: 699a61915698665ec4e99dc5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SimGCD Accuracy (All): 57.1. Result ID: 699e58615698665ec418e7e8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DINOv1"}. This record does not assert independent reproduction. ### SPTNet Accuracy (All): 56.9. Result ID: 699a61915698665ec4e99dc6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"re-implemented":true}. This record does not assert independent reproduction. ### HypGCD Accuracy (All): 55. Result ID: 699a61915698665ec4e99dc7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCD Accuracy (All): 52.5. Result ID: 6997ba405698665ec410c30c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"CVPR’22"}. This record does not assert independent reproduction. ### GCD Accuracy (All): 52.5. Result ID: 699a61915698665ec4e99dc4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCD Accuracy (All): 52.5. Result ID: 699e58615698665ec418e7e7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DINOv1"}. This record does not assert independent reproduction. ### SimGCD Accuracy (All): 48.2. Result ID: 699e58615698665ec418e7e9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.