# Image Classification on ImageNet 1K 100K labels Source: [Image Classification on ImageNet 1K 100K labels]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:18.482Z Evaluation of Image Classification performance using the 100K labeled subset of the ImageNet 1K dataset, measured using Top-1 and Top-5 error rates. 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) | ImageNet 1K 100K labels | | Metric | Top-1 Error | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 15 of 15 | | 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 - [Top-1 Error](): Lower is better; unit: PERCENT. - [Top-5 Error](): Lower is better; unit: PERCENT. ## Recorded results | Method | Top-1 Error | Result date | Report paper | | --- | --- | --- | --- | | SequenceMatch | 38.46 | Not recorded | 68fa70f11e209131cea4e32b | | SimMatch + EPASS | 39.47 | Not recorded | 68fa70f11e209131cea4e324 | | CoMatch + EPASS | 40.24 | Not recorded | 68fa70f11e209131cea4e324 | | SoftMatch | 40.52 | Not recorded | 68fa70f11e209131cea4e324 | | FreeMatch | 40.57 | Not recorded | 68fa70f11e209131cea4e324 | | FreeMatch | 40.57 | Not recorded | 68fa70f11e209131cea4e32b | | SimMatch | 41.15 | Not recorded | 68fa70f11e209131cea4e324 | | FlexMatch | 41.85 | Not recorded | 68fa6bbb1e209131cea2ff1d | | FlexMatch | 41.85 | Not recorded | 68fa70f11e209131cea4e324 | | FlexMatch | 41.85 | Not recorded | 68fa70f11e209131cea4e32b | | CoMatch | 42.17 | Not recorded | 68fa70f11e209131cea4e324 | | CoMatch | 42.17 | Not recorded | 68fa70f11e209131cea4e32b | | FixMatch | 43.66 | Not recorded | 68fa6bbb1e209131cea2ff1d | | FixMatch | 43.66 | Not recorded | 68fa70f11e209131cea4e324 | | FixMatch | 43.66 | Not recorded | 68fa70f11e209131cea4e32b | ### SequenceMatch Top-1 Error: 38.46. Result ID: 6991655e3a6c31484907dd00. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"labeled samples":"100K","threshold tau":0.7,"batch size":128,"weight decay":0.0003}. This record does not assert independent reproduction. ### SimMatch + EPASS Top-1 Error: 39.47. Result ID: 699165203a6c31484907da5c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"with\_EPASS":true}. This record does not assert independent reproduction. ### CoMatch + EPASS Top-1 Error: 40.24. Result ID: 699165203a6c31484907da5b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"with\_EPASS":true}. This record does not assert independent reproduction. ### SoftMatch Top-1 Error: 40.52. Result ID: 699165203a6c31484907da5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FreeMatch Top-1 Error: 40.57. Result ID: 699165203a6c31484907da59. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FreeMatch Top-1 Error: 40.57. Result ID: 6991655e3a6c31484907dcff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"labeled samples":"100K","threshold tau":0.7,"batch size":128,"weight decay":0.0003}. This record does not assert independent reproduction. ### SimMatch Top-1 Error: 41.15. Result ID: 699165203a6c31484907da58. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FlexMatch Top-1 Error: 41.85. Result ID: 698ea134ffc3901de09f4698. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Iterations":"2^20","Labels":"100K"}. This record does not assert independent reproduction. ### FlexMatch Top-1 Error: 41.85. Result ID: 699165203a6c31484907da56. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FlexMatch Top-1 Error: 41.85. Result ID: 6991655e3a6c31484907dcfd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"labeled samples":"100K","threshold tau":0.7,"batch size":128,"weight decay":0.0003}. This record does not assert independent reproduction. ### CoMatch Top-1 Error: 42.17. Result ID: 699165203a6c31484907da57. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoMatch Top-1 Error: 42.17. Result ID: 6991655e3a6c31484907dcfe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"labeled samples":"100K","threshold tau":0.7,"batch size":128,"weight decay":0.0003}. This record does not assert independent reproduction. ### FixMatch Top-1 Error: 43.66. Result ID: 698ea134ffc3901de09f4697. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Iterations":"2^20","Labels":"100K"}. This record does not assert independent reproduction. ### FixMatch Top-1 Error: 43.66. Result ID: 699165203a6c31484907da55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FixMatch Top-1 Error: 43.66. Result ID: 6991655e3a6c31484907dcfc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"labeled samples":"100K","threshold tau":0.7,"batch size":128,"weight decay":0.0003}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.