# Classification on ImageNet-100 (50% Seen/50% Novel Split) Source: [Classification on ImageNet-100 (50% Seen/50% Novel Split)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:26.000Z Evaluation of standard Classification performance on a specific split of ImageNet-100, where 50% of classes are designated as seen and 50% as novel. Results are reported separately for seen, novel, and all classes. 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 | Classification | | Dataset (including any stated split) | ImageNet-100 50% seen 50% novel | | Metric | Accuracy (Seen) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 (Seen)](): Higher is better; unit: PERCENT. - [Accuracy (Novel)](): Higher is better; unit: PERCENT. - [Accuracy (All)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Seen) | Result date | Report paper | | --- | --- | --- | --- | | ORCA | 83.9 | Not recorded | 68fa6d201e209131cea37fac | | TRSSL | 82.6 | Not recorded | 68fa6d201e209131cea37fac | | UNO | 66 | Not recorded | 68fa6d201e209131cea37fac | | DS3L | 64.3 | Not recorded | 68fa6d201e209131cea37fac | | FixMatch | 60.9 | Not recorded | 68fa6d201e209131cea37fac | | RankStats | 41.2 | Not recorded | 68fa6d201e209131cea37fac | | DTC | 24.5 | Not recorded | 68fa6d201e209131cea37fac | ### ORCA Accuracy (Seen): 83.9. Result ID: 698f94223a6c314849fa4189. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TRSSL Accuracy (Seen): 82.6. Result ID: 698f94223a6c314849fa418a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UNO Accuracy (Seen): 66. Result ID: 698f94223a6c314849fa4188. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DS3L Accuracy (Seen): 64.3. Result ID: 698f94223a6c314849fa4185. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FixMatch Accuracy (Seen): 60.9. Result ID: 698f94223a6c314849fa4184. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RankStats Accuracy (Seen): 41.2. Result ID: 698f94223a6c314849fa4187. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DTC Accuracy (Seen): 24.5. Result ID: 698f94223a6c314849fa4186. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.