# Multi-label Image Classification on Shankar et al. Source: [Multi-label Image Classification on Shankar et al.]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:57.247Z Evaluation of Multi-label Image Classification performance on the Shankar et al. dataset, typically measured using Top-1 Accuracy. 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 | Multi-label Image Classification | | Dataset (including any stated split) | Shankar et al. | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 4 of 4 | | 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. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ReLabel | 86.1 | Not recorded | 68fa6a751e209131cea2842b | | Original | 85.3 | Not recorded | 68fa6a751e209131cea2842b | | Label cleaning | 85.2 | Not recorded | 68fa6a751e209131cea2842b | | Label smoothing | 84.7 | Not recorded | 68fa6a751e209131cea2842b | ### ReLabel Top-1 Accuracy: 86.1. Result ID: 698e3724ffc3901de09bba3a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network":"ResNet-50","Supervision":"ReLabel"}. This record does not assert independent reproduction. ### Original Top-1 Accuracy: 85.3. Result ID: 698e3724ffc3901de09bba37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet-50","Supervision":"Original"}. This record does not assert independent reproduction. ### Label cleaning Top-1 Accuracy: 85.2. Result ID: 698e3724ffc3901de09bba39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet-50","Supervision":"Label cleaning"}. This record does not assert independent reproduction. ### Label smoothing Top-1 Accuracy: 84.7. Result ID: 698e3724ffc3901de09bba38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet-50","Supervision":"Label smoothing (ε=0.1)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.