# Image Classification on CIFAR-10 LT uniform distribution, gamma\_l=100, gamma\_u=1 Source: [Image Classification on CIFAR-10 LT uniform distribution, gamma\_l=100, gamma\_u=1]() Collection index: [llms.txt]() Data updated: 2026-05-19T08:04:22.376Z Evaluation of Image Classification performance on the CIFAR-10 Long-Tailed dataset configured with a uniform distribution, specifically using imbalance parameters gamma\_l=100 and gamma\_u=1. 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) | CIFAR-10 LT uniform distribution, gamma\_l=100, gamma\_u=1 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DECON | 94.1 | Not recorded | 68fa73bd1e209131cea5e2e5 | | DECON | 93.9 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch w/ SimPro | 93.8 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch w/ ACR | 93.5 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch w/ ACR | 92.1 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch w/ FARAD | 91.5 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch w/ DASO | 88.8 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch w/ CDMAD | 87.5 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch w/ CReST | 87.1 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch w/ DASO | 86.6 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch w/ CReST+ | 86.4 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch w/ DARP | 84.6 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch w/ CReST | 83.2 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch w/ DARP | 82.5 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch w/ CReST+ | 82.2 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch | 81.5 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch | 73 | Not recorded | 68fa73bd1e209131cea5e2e5 | ### DECON Accuracy: 94.1. Result ID: 6a0c1984fbc373592c0207a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N1":"1500","M1":"3000"}. This record does not assert independent reproduction. ### DECON Accuracy: 93.9. Result ID: 6a0c1984fbc373592c0207a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N1":"500","M1":"4000"}. This record does not assert independent reproduction. ### FixMatch w/ SimPro Accuracy: 93.8. Result ID: 6a0c1984fbc373592c0207a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N1":"500","M1":"4000"}. This record does not assert independent reproduction. ### FixMatch w/ ACR Accuracy: 93.5. Result ID: 6a0c1984fbc373592c0207a5. [Reporting paper]() Recorded evaluation configuration: {"N1":"1500","M1":"3000"}. This record does not assert independent reproduction. ### FixMatch w/ ACR Accuracy: 92.1. Result ID: 6a0c1984fbc373592c0207a4. [Reporting paper]() Recorded evaluation configuration: {"N1":"500","M1":"4000"}. This record does not assert independent reproduction. ### FixMatch w/ FARAD Accuracy: 91.5. Result ID: 6a0c1984fbc373592c0207a7. [Reporting paper]() Recorded evaluation configuration: {"N1":"1500","M1":"3000"}. This record does not assert independent reproduction. ### FixMatch w/ DASO Accuracy: 88.8. Result ID: 6a0c1984fbc373592c0207a2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N1":"1500","M1":"3000"}. This record does not assert independent reproduction. ### FixMatch w/ CDMAD Accuracy: 87.5. Result ID: 6a0c1984fbc373592c0207a6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N1":"1500","M1":"3000"}. This record does not assert independent reproduction. ### FixMatch w/ CReST Accuracy: 87.1. Result ID: 6a0c1984fbc373592c02079e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N1":"1500","M1":"3000"}. This record does not assert independent reproduction. ### FixMatch w/ DASO Accuracy: 86.6. Result ID: 6a0c1984fbc373592c0207a1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N1":"500","M1":"4000"}. This record does not assert independent reproduction. ### FixMatch w/ CReST+ Accuracy: 86.4. Result ID: 6a0c1984fbc373592c0207a0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N1":"1500","M1":"3000"}. This record does not assert independent reproduction. ### FixMatch w/ DARP Accuracy: 84.6. Result ID: 6a0c1984fbc373592c02079c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N1":"1500","M1":"3000"}. This record does not assert independent reproduction. ### FixMatch w/ CReST Accuracy: 83.2. Result ID: 6a0c1984fbc373592c02079d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N1":"500","M1":"4000"}. This record does not assert independent reproduction. ### FixMatch w/ DARP Accuracy: 82.5. Result ID: 6a0c1984fbc373592c02079b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N1":"500","M1":"4000"}. This record does not assert independent reproduction. ### FixMatch w/ CReST+ Accuracy: 82.2. Result ID: 6a0c1984fbc373592c02079f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N1":"500","M1":"4000"}. This record does not assert independent reproduction. ### FixMatch Accuracy: 81.5. Result ID: 6a0c1984fbc373592c02079a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N1":"1500","M1":"3000"}. This record does not assert independent reproduction. ### FixMatch Accuracy: 73. Result ID: 6a0c1984fbc373592c020799. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N1":"500","M1":"4000"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.