# Image Classification on MNIST (R2-R10 Metrics) Source: [Image Classification on MNIST (R2-R10 Metrics)]() Collection index: [llms.txt]() Data updated: 2026-07-03T07:55:04.271Z Evaluation of Image Classification performance on the MNIST dataset, reporting specific ranking or regression metrics (R2, R4, R6, R8, R10). 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) | MNIST | | Metric | R2 | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [R2](): Higher is better; unit: SCALAR. - [R4](): Higher is better; unit: SCALAR. - [R6](): Higher is better; unit: SCALAR. - [R8](): Higher is better; unit: SCALAR. - [R10](): Higher is better; unit: SCALAR. ## Recorded results | Method | R2 | Result date | Report paper | | --- | --- | --- | --- | | FED | 0.9575 | Not recorded | 6a4741fd143ebdcacacc5b81 | | GPBACC | 0.9565 | Not recorded | 6a4741fd143ebdcacacc5b81 | | GPBACC | 0.9563 | Not recorded | 6a4741fd143ebdcacacc5b81 | | FED | 0.9559 | Not recorded | 6a4741fd143ebdcacacc5b81 | | MKHE | 0.9558 | Not recorded | 6a4741fd143ebdcacacc5b81 | | FED | 0.953 | Not recorded | 6a4741fd143ebdcacacc5b81 | | GPBACC | 0.9498 | Not recorded | 6a4741fd143ebdcacacc5b81 | | FED | 0.9397 | Not recorded | 6a4741fd143ebdcacacc5b81 | | GPBACC | 0.8831 | Not recorded | 6a4741fd143ebdcacacc5b81 | | DP-SVT | 0.3013 | Not recorded | 6a4741fd143ebdcacacc5b81 | | DP-SVT | 0.2658 | Not recorded | 6a4741fd143ebdcacacc5b81 | | DP-SVT | 0.1876 | Not recorded | 6a4741fd143ebdcacacc5b81 | | DP-SVT | 0.1287 | Not recorded | 6a4741fd143ebdcacacc5b81 | ### FED R2: 0.9575. Result ID: 6a476ad660b88bb3399341d6. [Reporting paper]() Recorded evaluation configuration: {"Aggregation Strategy":"MEDIAN","Privacy-Preserving Technique":"Unprotected"}. This record does not assert independent reproduction. ### GPBACC R2: 0.9565. Result ID: 6a476ad660b88bb3399341df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation Strategy":"MEDIAN","Privacy-Preserving Technique":"GPBACC"}. This record does not assert independent reproduction. ### GPBACC R2: 0.9563. Result ID: 6a476ad660b88bb3399341de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation Strategy":"AVG","Privacy-Preserving Technique":"GPBACC"}. This record does not assert independent reproduction. ### FED R2: 0.9559. Result ID: 6a476ad660b88bb3399341d5. [Reporting paper]() Recorded evaluation configuration: {"Aggregation Strategy":"AVG","Privacy-Preserving Technique":"Unprotected"}. This record does not assert independent reproduction. ### MKHE R2: 0.9558. Result ID: 6a476ad660b88bb3399341d9. [Reporting paper]() Recorded evaluation configuration: {"Aggregation Strategy":"AVG","Privacy-Preserving Technique":"Multi-Key Homomorphic Encryption"}. This record does not assert independent reproduction. ### FED R2: 0.953. Result ID: 6a476ad660b88bb3399341d8. [Reporting paper]() Recorded evaluation configuration: {"Aggregation Strategy":"MKRUM","Privacy-Preserving Technique":"Unprotected"}. This record does not assert independent reproduction. ### GPBACC R2: 0.9498. Result ID: 6a476ad660b88bb3399341e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation Strategy":"MKRUM","Privacy-Preserving Technique":"GPBACC"}. This record does not assert independent reproduction. ### FED R2: 0.9397. Result ID: 6a476ad660b88bb3399341d7. [Reporting paper]() Recorded evaluation configuration: {"Aggregation Strategy":"KRUM","Privacy-Preserving Technique":"Unprotected"}. This record does not assert independent reproduction. ### GPBACC R2: 0.8831. Result ID: 6a476ad660b88bb3399341e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation Strategy":"KRUM","Privacy-Preserving Technique":"GPBACC"}. This record does not assert independent reproduction. ### DP-SVT R2: 0.3013. Result ID: 6a476ad660b88bb3399341dd. [Reporting paper]() Recorded evaluation configuration: {"Aggregation Strategy":"MKRUM","Privacy-Preserving Technique":"Sparse Vector Technique with Differential Privacy"}. This record does not assert independent reproduction. ### DP-SVT R2: 0.2658. Result ID: 6a476ad660b88bb3399341dc. [Reporting paper]() Recorded evaluation configuration: {"Aggregation Strategy":"KRUM","Privacy-Preserving Technique":"Sparse Vector Technique with Differential Privacy"}. This record does not assert independent reproduction. ### DP-SVT R2: 0.1876. Result ID: 6a476ad660b88bb3399341da. [Reporting paper]() Recorded evaluation configuration: {"Aggregation Strategy":"AVG","Privacy-Preserving Technique":"Sparse Vector Technique with Differential Privacy"}. This record does not assert independent reproduction. ### DP-SVT R2: 0.1287. Result ID: 6a476ad660b88bb3399341db. [Reporting paper]() Recorded evaluation configuration: {"Aggregation Strategy":"MEDIAN","Privacy-Preserving Technique":"Sparse Vector Technique with Differential Privacy"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.