# Selective classification on ImageNet-Sketch Source: [Selective classification on ImageNet-Sketch]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:25:44.683Z Evaluation of Selective Classification performance on the ImageNet-Sketch dataset, measured using AURC and NAURC. 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 | Selective classification | | Dataset (including any stated split) | ImageNet-Sketch | | Metric | AURC (10^-2 Scale) | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [AURC (10^-2 Scale)](): Higher is better; unit: SCALAR. - [NAURC](): Higher is better; unit: SCALAR. ## Recorded results | Method | AURC (10^-2 Scale) | Result date | Report paper | | --- | --- | --- | --- | | Energy | 0.208 | Not recorded | 68fa78a61e209131cea79954 | | SIRC | 0.207 | Not recorded | 68fa78a61e209131cea79954 | | MDS | 0.152 | Not recorded | 68fa78a61e209131cea79954 | | KNN | 0.141 | Not recorded | 68fa78a61e209131cea79954 | | MSP | 0.123 | Not recorded | 68fa78a61e209131cea79954 | | MaxLogit | 0.123 | Not recorded | 68fa78a61e209131cea79954 | | Δ-MDS | 0.0828 | Not recorded | 68fa78a61e209131cea79954 | | Δ-KNN | 0.0755 | Not recorded | 68fa78a61e209131cea79954 | | RLog | 0.0684 | Not recorded | 68fa78a61e209131cea79954 | | Δ-MDS-RLog | 0.0627 | Not recorded | 68fa78a61e209131cea79954 | | Δ-KNN-RLog | 0.0613 | Not recorded | 68fa78a61e209131cea79954 | ### Energy AURC (10^-2 Scale): 0.208. Result ID: 699a67995698665ec4efe485. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DFN CLIP","Evaluation":"Zero-shot"}. This record does not assert independent reproduction. ### SIRC AURC (10^-2 Scale): 0.207. Result ID: 699a67995698665ec4efe489. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DFN CLIP","Evaluation":"Zero-shot"}. This record does not assert independent reproduction. ### MDS AURC (10^-2 Scale): 0.152. Result ID: 699a67995698665ec4efe486. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DFN CLIP","Evaluation":"Zero-shot"}. This record does not assert independent reproduction. ### KNN AURC (10^-2 Scale): 0.141. Result ID: 699a67995698665ec4efe487. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DFN CLIP","Evaluation":"Zero-shot"}. This record does not assert independent reproduction. ### MSP AURC (10^-2 Scale): 0.123. Result ID: 699a67995698665ec4efe483. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DFN CLIP","Evaluation":"Zero-shot"}. This record does not assert independent reproduction. ### MaxLogit AURC (10^-2 Scale): 0.123. Result ID: 699a67995698665ec4efe484. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DFN CLIP","Evaluation":"Zero-shot"}. This record does not assert independent reproduction. ### Δ-MDS AURC (10^-2 Scale): 0.0828. Result ID: 699a67995698665ec4efe48a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DFN CLIP","Evaluation":"Zero-shot"}. This record does not assert independent reproduction. ### Δ-KNN AURC (10^-2 Scale): 0.0755. Result ID: 699a67995698665ec4efe48b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DFN CLIP","Evaluation":"Zero-shot"}. This record does not assert independent reproduction. ### RLog AURC (10^-2 Scale): 0.0684. Result ID: 699a67995698665ec4efe488. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DFN CLIP","Evaluation":"Zero-shot"}. This record does not assert independent reproduction. ### Δ-MDS-RLog AURC (10^-2 Scale): 0.0627. Result ID: 699a67995698665ec4efe48c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DFN CLIP","Evaluation":"Zero-shot"}. This record does not assert independent reproduction. ### Δ-KNN-RLog AURC (10^-2 Scale): 0.0613. Result ID: 699a67995698665ec4efe48d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DFN CLIP","Evaluation":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.