# Image Classification on Digits (MNIST, USPS, SVHN, MNIST-M) standard (test) Source: [Image Classification on Digits (MNIST, USPS, SVHN, MNIST-M) standard (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:04:30.555Z Evaluation of Image Classification performance on the standard test split combining MNIST, USPS, SVHN, and MNIST-M datasets, reporting specialized metrics including Source/Target Drop and other domain transfer indicators (MT, US, SN, MM, ST-D). 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) | Digits (MNIST, USPS, SVHN, MNIST-M) standard (test) | | Metric | Source Drop | | 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 - [Source Drop](): Lower is better; unit: PERCENT. - [MT](): Higher is better; unit: PERCENT. - [US](): Higher is better; unit: PERCENT. - [SN](): Higher is better; unit: PERCENT. - [MM](): Higher is better; unit: PERCENT. - [Target Drop](): Lower is better; unit: PERCENT. - [ST-D](): Higher is better; unit: SCALAR. ## Recorded results | Method | Source Drop | Result date | Report paper | | --- | --- | --- | --- | | SF-MAP | 4.2 | Not recorded | 68fa72791e209131cea56973 | | SF-MAP | 5.2 | Not recorded | 68fa72791e209131cea56973 | | SF-MAP | 8.7 | Not recorded | 68fa72791e209131cea56973 | | SF-MAP | 9 | Not recorded | 68fa72791e209131cea56973 | | SF-MAP | 16.2 | Not recorded | 68fa72791e209131cea56973 | | NTL | 57.6 | Not recorded | 68fa72791e209131cea56973 | | NTL | 59.7 | Not recorded | 68fa72791e209131cea56973 | | NTL | 66.5 | Not recorded | 68fa72791e209131cea56973 | | NTL | 72.6 | Not recorded | 68fa72791e209131cea56973 | | NTL | 76.2 | Not recorded | 68fa72791e209131cea56973 | | CUTI | 78.4 | Not recorded | 68fa72791e209131cea56973 | | CUTI | 82.6 | Not recorded | 68fa72791e209131cea56973 | | CUTI | 84.7 | Not recorded | 68fa72791e209131cea56973 | | CUTI | 85.9 | Not recorded | 68fa72791e209131cea56973 | | CUTI | 91.9 | Not recorded | 68fa72791e209131cea56973 | ### SF-MAP Source Drop: 4.2. Result ID: 69923b223a6c3148490d7d53. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Domain":"SN","Protocol":"Source-free setting"}. This record does not assert independent reproduction. ### SF-MAP Source Drop: 5.2. Result ID: 69923b223a6c3148490d7d54. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Domain":"MM","Protocol":"Source-free setting"}. This record does not assert independent reproduction. ### SF-MAP Source Drop: 8.7. Result ID: 69923b223a6c3148490d7d55. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Domain":"Mean","Protocol":"Source-free setting"}. This record does not assert independent reproduction. ### SF-MAP Source Drop: 9. Result ID: 69923b223a6c3148490d7d51. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Domain":"MT","Protocol":"Source-free setting"}. This record does not assert independent reproduction. ### SF-MAP Source Drop: 16.2. Result ID: 69923b223a6c3148490d7d52. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Domain":"US","Protocol":"Source-free setting"}. This record does not assert independent reproduction. ### NTL Source Drop: 57.6. Result ID: 69923b223a6c3148490d7d47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Domain":"MT","Protocol":"Source-free setting"}. This record does not assert independent reproduction. ### NTL Source Drop: 59.7. Result ID: 69923b223a6c3148490d7d48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Domain":"US","Protocol":"Source-free setting"}. This record does not assert independent reproduction. ### NTL Source Drop: 66.5. Result ID: 69923b223a6c3148490d7d4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Domain":"Mean","Protocol":"Source-free setting"}. This record does not assert independent reproduction. ### NTL Source Drop: 72.6. Result ID: 69923b223a6c3148490d7d49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Domain":"SN","Protocol":"Source-free setting"}. This record does not assert independent reproduction. ### NTL Source Drop: 76.2. Result ID: 69923b223a6c3148490d7d4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Domain":"MM","Protocol":"Source-free setting"}. This record does not assert independent reproduction. ### CUTI Source Drop: 78.4. Result ID: 69923b223a6c3148490d7d4e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Domain":"SN","Protocol":"Source-free setting"}. This record does not assert independent reproduction. ### CUTI Source Drop: 82.6. Result ID: 69923b223a6c3148490d7d4f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Domain":"MM","Protocol":"Source-free setting"}. This record does not assert independent reproduction. ### CUTI Source Drop: 84.7. Result ID: 69923b223a6c3148490d7d50. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Domain":"Mean","Protocol":"Source-free setting"}. This record does not assert independent reproduction. ### CUTI Source Drop: 85.9. Result ID: 69923b223a6c3148490d7d4c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Domain":"MT","Protocol":"Source-free setting"}. This record does not assert independent reproduction. ### CUTI Source Drop: 91.9. Result ID: 69923b223a6c3148490d7d4d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Domain":"US","Protocol":"Source-free setting"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.