# Conformal Prediction on ImageNet (val) Source: [Conformal Prediction on ImageNet (val)]() Collection index: [llms.txt]() Data updated: 2026-05-26T09:48:49.476Z Evaluation of Conformal Prediction methods on the validation split of the ImageNet dataset, reporting standard classification metrics (Top-1/Top-5 Accuracy) alongside uncertainty quantification results (I1). 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 | Conformal Prediction | | Dataset (including any stated split) | ImageNet (val) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. - [Top-5 Accuracy](): Higher is better; unit: PERCENT. - [I1](): Lower is better; unit: SCALAR. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Label Distance | 76.15 | Not recorded | 6a152918dbd7150506f7defd | | Margin Distance | 76.15 | Not recorded | 6a152918dbd7150506f7defd | | Mean Distance | 76.15 | Not recorded | 6a152918dbd7150506f7defd | | APS (U=0.001) | 76.15 | Not recorded | 6a152918dbd7150506f7defd | | RAPS (λ = 0.2, k = 1, U=0.001) | 76.15 | Not recorded | 6a152918dbd7150506f7defd | | SAPS (λ = 0.2, U=0.001) | 76.15 | Not recorded | 6a152918dbd7150506f7defd | ### Label Distance Top-1 Accuracy: 76.15. Result ID: 6a156bc3fbc373592c0d4529. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Conformal domain":"Probability space","Distance metric":"Cosine distance","Model":"ResNet-50"}. This record does not assert independent reproduction. ### Margin Distance Top-1 Accuracy: 76.15. Result ID: 6a156bc3fbc373592c0d452a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Conformal domain":"Logit space","Distance metric":"Cosine distance","Model":"ResNet-50"}. This record does not assert independent reproduction. ### Mean Distance Top-1 Accuracy: 76.15. Result ID: 6a156bc3fbc373592c0d452b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Conformal domain":"Probability space","Distance metric":"Cosine distance","Model":"ResNet-50"}. This record does not assert independent reproduction. ### APS (U=0.001) Top-1 Accuracy: 76.15. Result ID: 6a156bc3fbc373592c0d452c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Conformal domain":"Probability space","Distance metric":"N/A","Model":"ResNet-50"}. This record does not assert independent reproduction. ### RAPS (λ = 0.2, k = 1, U=0.001) Top-1 Accuracy: 76.15. Result ID: 6a156bc3fbc373592c0d452d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Conformal domain":"Probability space","Distance metric":"N/A","Model":"ResNet-50"}. This record does not assert independent reproduction. ### SAPS (λ = 0.2, U=0.001) Top-1 Accuracy: 76.15. Result ID: 6a156bc3fbc373592c0d452e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Conformal domain":"Probability space","Distance metric":"N/A","Model":"ResNet-50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.