# Medical Image Classification on ChestMNIST (Including Resource Metrics) Source: [Medical Image Classification on ChestMNIST (Including Resource Metrics)]() Collection index: [llms.txt]() Data updated: 2026-05-08T08:07:25.621Z Evaluation of Medical Image Classification performance on the ChestMNIST dataset, reporting standard metrics (Accuracy, AUC) alongside resource consumption (Memory) and delta metrics. 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 | Medical Image Classification | | Dataset (including any stated split) | ChestMNIST | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. - [Memory (GB)](): Lower is better; unit: SIZE. - [Delta Accuracy (ΔAcc)](): Higher is better; unit: PERCENT. - [Delta AUC (ΔAUC)](): Higher is better; unit: PERCENT. - [MF/BP Memory](): Lower is better; unit: SIZE. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MLP-Mixer (Back-Propagation) | 94.76 | Not recorded | 68fa769d1e209131cea6e24f | | MLP-Mixer (Mono-Forward) | 94.76 | Not recorded | 68fa769d1e209131cea6e24f | | MLP-Mixer (Back-Propagation) | 94.76 | Not recorded | 68fa769d1e209131cea6e24f | | MLP-Mixer (Back-Propagation) | 94.76 | Not recorded | 68fa769d1e209131cea6e24f | | MLP-Mixer (Back-Propagation) | 94.76 | Not recorded | 68fa769d1e209131cea6e24f | | MLP-Mixer (Mono-Forward) | 94.75 | Not recorded | 68fa769d1e209131cea6e24f | | MLP-Mixer (Mono-Forward) | 94.75 | Not recorded | 68fa769d1e209131cea6e24f | | MLP-Mixer (Mono-Forward) | 94.75 | Not recorded | 68fa769d1e209131cea6e24f | | MLP-Mixer (Back-Propagation) | 94.75 | Not recorded | 68fa769d1e209131cea6e24f | | MLP-Mixer (Mono-Forward) | 94.75 | Not recorded | 68fa769d1e209131cea6e24f | | MLP-Mixer (Back-Propagation) | 94.75 | Not recorded | 68fa769d1e209131cea6e24f | | MLP-Mixer (Mono-Forward) | 94.75 | Not recorded | 68fa769d1e209131cea6e24f | ### MLP-Mixer (Back-Propagation) Accuracy: 94.76. Result ID: 69fd99b447f34ce924e0759a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Arch":"D5-W256","Training Protocol":"BP"}. This record does not assert independent reproduction. ### MLP-Mixer (Mono-Forward) Accuracy: 94.76. Result ID: 69fd99b447f34ce924e0759b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"D5-W256","Training Protocol":"MF"}. This record does not assert independent reproduction. ### MLP-Mixer (Back-Propagation) Accuracy: 94.76. Result ID: 69fd99b447f34ce924e0759c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Arch":"D5-W512","Training Protocol":"BP"}. This record does not assert independent reproduction. ### MLP-Mixer (Back-Propagation) Accuracy: 94.76. Result ID: 69fd99b447f34ce924e0759e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Arch":"D8-W256","Training Protocol":"BP"}. This record does not assert independent reproduction. ### MLP-Mixer (Back-Propagation) Accuracy: 94.76. Result ID: 69fd99b447f34ce924e075a0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Arch":"D8-W512","Training Protocol":"BP"}. This record does not assert independent reproduction. ### MLP-Mixer (Mono-Forward) Accuracy: 94.75. Result ID: 69fd99b447f34ce924e0759d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"D5-W512","Training Protocol":"MF"}. This record does not assert independent reproduction. ### MLP-Mixer (Mono-Forward) Accuracy: 94.75. Result ID: 69fd99b447f34ce924e0759f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"D8-W256","Training Protocol":"MF"}. This record does not assert independent reproduction. ### MLP-Mixer (Mono-Forward) Accuracy: 94.75. Result ID: 69fd99b447f34ce924e075a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"D8-W512","Training Protocol":"MF"}. This record does not assert independent reproduction. ### MLP-Mixer (Back-Propagation) Accuracy: 94.75. Result ID: 69fd99b447f34ce924e075a2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Arch":"D12-W256","Training Protocol":"BP"}. This record does not assert independent reproduction. ### MLP-Mixer (Mono-Forward) Accuracy: 94.75. Result ID: 69fd99b447f34ce924e075a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"D12-W256","Training Protocol":"MF"}. This record does not assert independent reproduction. ### MLP-Mixer (Back-Propagation) Accuracy: 94.75. Result ID: 69fd99b447f34ce924e075a4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Arch":"D12-W512","Training Protocol":"BP"}. This record does not assert independent reproduction. ### MLP-Mixer (Mono-Forward) Accuracy: 94.75. Result ID: 69fd99b447f34ce924e075a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Arch":"D12-W512","Training Protocol":"MF"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.