# Image Classification on CIFAR-10-LT reversed distribution, gamma\_l=100, gamma\_u=1/100 Source: [Image Classification on CIFAR-10-LT reversed distribution, gamma\_l=100, gamma\_u=1/100]() Collection index: [llms.txt]() Data updated: 2026-05-19T08:04:22.406Z Evaluation of Image Classification performance on the CIFAR-10 Long-Tailed dataset configured with a reversed distribution, specifically using imbalance parameters gamma\_l=100 and gamma\_u=1/100. 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 reversed distribution, gamma\_l=100, gamma\_u=1/100 | | 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 | 89.9 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch w/ ACR | 89.5 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch w/ FARAD | 87.6 | Not recorded | 68fa73bd1e209131cea5e2e5 | | DECON | 86.6 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch w/ CDMAD | 86.3 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch w/ SimPro | 85.8 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch w/ ACR | 84.9 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch w/ CReST | 80.8 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch w/ DASO | 80.3 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch w/ DARP | 80 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch w/ CReST+ | 72.9 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch | 71.8 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch w/ DASO | 71 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch w/ CReST | 70.7 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch w/ DARP | 70.1 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch w/ CReST+ | 62.9 | Not recorded | 68fa73bd1e209131cea5e2e5 | | FixMatch | 62.5 | Not recorded | 68fa73bd1e209131cea5e2e5 | ### DECON Accuracy: 89.9. Result ID: 6a0c1984fbc373592c0207ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N1":"1500","M1":"3000"}. This record does not assert independent reproduction. ### FixMatch w/ ACR Accuracy: 89.5. Result ID: 6a0c1984fbc373592c0207b6. [Reporting paper]() Recorded evaluation configuration: {"N1":"1500","M1":"3000"}. This record does not assert independent reproduction. ### FixMatch w/ FARAD Accuracy: 87.6. Result ID: 6a0c1984fbc373592c0207b8. [Reporting paper]() Recorded evaluation configuration: {"N1":"1500","M1":"3000"}. This record does not assert independent reproduction. ### DECON Accuracy: 86.6. Result ID: 6a0c1984fbc373592c0207b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N1":"500","M1":"4000"}. This record does not assert independent reproduction. ### FixMatch w/ CDMAD Accuracy: 86.3. Result ID: 6a0c1984fbc373592c0207b7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N1":"1500","M1":"3000"}. This record does not assert independent reproduction. ### FixMatch w/ SimPro Accuracy: 85.8. Result ID: 6a0c1984fbc373592c0207b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N1":"500","M1":"4000"}. This record does not assert independent reproduction. ### FixMatch w/ ACR Accuracy: 84.9. Result ID: 6a0c1984fbc373592c0207b5. [Reporting paper]() Recorded evaluation configuration: {"N1":"500","M1":"4000"}. This record does not assert independent reproduction. ### FixMatch w/ CReST Accuracy: 80.8. Result ID: 6a0c1984fbc373592c0207af. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N1":"1500","M1":"3000"}. This record does not assert independent reproduction. ### FixMatch w/ DASO Accuracy: 80.3. Result ID: 6a0c1984fbc373592c0207b3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N1":"1500","M1":"3000"}. This record does not assert independent reproduction. ### FixMatch w/ DARP Accuracy: 80. Result ID: 6a0c1984fbc373592c0207ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N1":"1500","M1":"3000"}. This record does not assert independent reproduction. ### FixMatch w/ CReST+ Accuracy: 72.9. Result ID: 6a0c1984fbc373592c0207b1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N1":"1500","M1":"3000"}. This record does not assert independent reproduction. ### FixMatch Accuracy: 71.8. Result ID: 6a0c1984fbc373592c0207ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N1":"1500","M1":"3000"}. This record does not assert independent reproduction. ### FixMatch w/ DASO Accuracy: 71. Result ID: 6a0c1984fbc373592c0207b2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N1":"500","M1":"4000"}. This record does not assert independent reproduction. ### FixMatch w/ CReST Accuracy: 70.7. Result ID: 6a0c1984fbc373592c0207ae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N1":"500","M1":"4000"}. This record does not assert independent reproduction. ### FixMatch w/ DARP Accuracy: 70.1. Result ID: 6a0c1984fbc373592c0207ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N1":"500","M1":"4000"}. This record does not assert independent reproduction. ### FixMatch w/ CReST+ Accuracy: 62.9. Result ID: 6a0c1984fbc373592c0207b0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N1":"500","M1":"4000"}. This record does not assert independent reproduction. ### FixMatch Accuracy: 62.5. Result ID: 6a0c1984fbc373592c0207aa. [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.