# Class-Incremental Learning on CIFAR-100 (test) with Accuracy and Calibration Metrics Source: [Class-Incremental Learning on CIFAR-100 (test) with Accuracy and Calibration Metrics]() Collection index: [llms.txt]() Data updated: 2026-05-20T07:33:20.494Z Evaluation of Class-Incremental Learning performance on the CIFAR-100 test set, specifically reporting standard accuracy alongside calibration metrics like ECE and AECE. 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 | Class-incremental learning | | Dataset (including any stated split) | CIFAR-100 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 39 of 39 | | 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. - [ECE](): Lower is better; unit: PERCENT. - [AECE](): Lower is better; unit: PERCENT. - [CIL Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DER | 69.98 | Not recorded | 68fa77b41e209131cea74e0a | | DER + TS | 69.98 | Not recorded | 68fa77b41e209131cea74e0a | | DER + ETS | 69.98 | Not recorded | 68fa77b41e209131cea74e0a | | DER + IRM | 69.98 | Not recorded | 68fa77b41e209131cea74e0a | | DER + PerturbTS | 69.98 | Not recorded | 68fa77b41e209131cea74e0a | | DER + T-CIL | 69.98 | Not recorded | 68fa77b41e209131cea74e0a | | WA | 64.34 | Not recorded | 68fa77b41e209131cea74e0a | | WA + TS | 64.02 | Not recorded | 68fa77b41e209131cea74e0a | | WA + ETS | 64.02 | Not recorded | 68fa77b41e209131cea74e0a | | WA + IRM | 64.02 | Not recorded | 68fa77b41e209131cea74e0a | | WA + PerturbTS | 64.02 | Not recorded | 68fa77b41e209131cea74e0a | | WA + T-CIL | 64.02 | Not recorded | 68fa77b41e209131cea74e0a | | EEIL + TS | 60.74 | Not recorded | 68fa77b41e209131cea74e0a | | EEIL + ETS | 60.74 | Not recorded | 68fa77b41e209131cea74e0a | | EEIL + IRM | 60.74 | Not recorded | 68fa77b41e209131cea74e0a | | EEIL + PerturbTS | 60.74 | Not recorded | 68fa77b41e209131cea74e0a | | EEIL + T-CIL | 60.74 | Not recorded | 68fa77b41e209131cea74e0a | | EEIL | 60.61 | Not recorded | 68fa77b41e209131cea74e0a | | Vanilla | 56.51 | Not recorded | 68fa77b41e209131cea74e0a | | ER | 56.51 | Not recorded | 68fa77b41e209131cea74e0a | | TS | 56.25 | Not recorded | 68fa77b41e209131cea74e0a | | ETS | 56.25 | Not recorded | 68fa77b41e209131cea74e0a | | IRM | 56.25 | Not recorded | 68fa77b41e209131cea74e0a | | PerturbTS | 56.25 | Not recorded | 68fa77b41e209131cea74e0a | | T-CIL | 56.25 | Not recorded | 68fa77b41e209131cea74e0a | | ER + TS | 56.25 | Not recorded | 68fa77b41e209131cea74e0a | | ER + ETS | 56.25 | Not recorded | 68fa77b41e209131cea74e0a | | ER + IRM | 56.25 | Not recorded | 68fa77b41e209131cea74e0a | | ER + PerturbTS | 56.25 | Not recorded | 68fa77b41e209131cea74e0a | | ER + T-CIL | 56.25 | Not recorded | 68fa77b41e209131cea74e0a | ### DER Accuracy: 69.98. Result ID: 699560383badfaffe65284d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CIL Method":"DER","Cal Method":"Vanilla"}. This record does not assert independent reproduction. ### DER + TS Accuracy: 69.98. Result ID: 699560383badfaffe65284d3. [Reporting paper]() Recorded evaluation configuration: {"CIL Method":"DER","Cal Method":"TS"}. This record does not assert independent reproduction. ### DER + ETS Accuracy: 69.98. Result ID: 699560383badfaffe65284d4. [Reporting paper]() Recorded evaluation configuration: {"CIL Method":"DER","Cal Method":"ETS"}. This record does not assert independent reproduction. ### DER + IRM Accuracy: 69.98. Result ID: 699560383badfaffe65284d5. [Reporting paper]() Recorded evaluation configuration: {"CIL Method":"DER","Cal Method":"IRM"}. This record does not assert independent reproduction. ### DER + PerturbTS Accuracy: 69.98. Result ID: 699560383badfaffe65284d6. [Reporting paper]() Recorded evaluation configuration: {"CIL Method":"DER","Cal Method":"PerturbTS"}. This record does not assert independent reproduction. ### DER + T-CIL Accuracy: 69.98. Result ID: 699560383badfaffe65284d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CIL Method":"DER","Cal Method":"T-CIL"}. This record does not assert independent reproduction. ### WA Accuracy: 64.34. Result ID: 699560383badfaffe65284cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CIL Method":"WA","Cal Method":"Vanilla"}. This record does not assert independent reproduction. ### WA + TS Accuracy: 64.02. Result ID: 699560383badfaffe65284cd. [Reporting paper]() Recorded evaluation configuration: {"CIL Method":"WA","Cal Method":"TS"}. This record does not assert independent reproduction. ### WA + ETS Accuracy: 64.02. Result ID: 699560383badfaffe65284ce. [Reporting paper]() Recorded evaluation configuration: {"CIL Method":"WA","Cal Method":"ETS"}. This record does not assert independent reproduction. ### WA + IRM Accuracy: 64.02. Result ID: 699560383badfaffe65284cf. [Reporting paper]() Recorded evaluation configuration: {"CIL Method":"WA","Cal Method":"IRM"}. This record does not assert independent reproduction. ### WA + PerturbTS Accuracy: 64.02. Result ID: 699560383badfaffe65284d0. [Reporting paper]() Recorded evaluation configuration: {"CIL Method":"WA","Cal Method":"PerturbTS"}. This record does not assert independent reproduction. ### WA + T-CIL Accuracy: 64.02. Result ID: 699560383badfaffe65284d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CIL Method":"WA","Cal Method":"T-CIL"}. This record does not assert independent reproduction. ### EEIL + TS Accuracy: 60.74. Result ID: 699560383badfaffe65284c7. [Reporting paper]() Recorded evaluation configuration: {"CIL Method":"EEIL","Cal Method":"TS"}. This record does not assert independent reproduction. ### EEIL + ETS Accuracy: 60.74. Result ID: 699560383badfaffe65284c8. [Reporting paper]() Recorded evaluation configuration: {"CIL Method":"EEIL","Cal Method":"ETS"}. This record does not assert independent reproduction. ### EEIL + IRM Accuracy: 60.74. Result ID: 699560383badfaffe65284c9. [Reporting paper]() Recorded evaluation configuration: {"CIL Method":"EEIL","Cal Method":"IRM"}. This record does not assert independent reproduction. ### EEIL + PerturbTS Accuracy: 60.74. Result ID: 699560383badfaffe65284ca. [Reporting paper]() Recorded evaluation configuration: {"CIL Method":"EEIL","Cal Method":"PerturbTS"}. This record does not assert independent reproduction. ### EEIL + T-CIL Accuracy: 60.74. Result ID: 699560383badfaffe65284cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CIL Method":"EEIL","Cal Method":"T-CIL"}. This record does not assert independent reproduction. ### EEIL Accuracy: 60.61. Result ID: 699560383badfaffe65284c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CIL Method":"EEIL","Cal Method":"Vanilla"}. This record does not assert independent reproduction. ### Vanilla Accuracy: 56.51. Result ID: 699560383badfaffe65284a0. [Reporting paper]() Recorded evaluation configuration: {"Calibration Method":"None","Backbone":"ResNet-32","Base CIL method":"ER","Number of incremental tasks":10,"Memory size":2000,"Batch size":128}. This record does not assert independent reproduction. ### ER Accuracy: 56.51. Result ID: 699560383badfaffe65284c0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CIL Method":"ER","Cal Method":"Vanilla"}. This record does not assert independent reproduction. ### TS Accuracy: 56.25. Result ID: 699560383badfaffe65284a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Calibration Method":"Temperature Scaling","Backbone":"ResNet-32","Base CIL method":"ER","Number of incremental tasks":10,"Memory size":2000,"Batch size":128}. This record does not assert independent reproduction. ### ETS Accuracy: 56.25. Result ID: 699560383badfaffe65284a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Calibration Method":"Ensemble Temperature Scaling","Backbone":"ResNet-32","Base CIL method":"ER","Number of incremental tasks":10,"Memory size":2000,"Batch size":128}. This record does not assert independent reproduction. ### IRM Accuracy: 56.25. Result ID: 699560383badfaffe65284a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Calibration Method":"Isotonic Regression","Backbone":"ResNet-32","Base CIL method":"ER","Number of incremental tasks":10,"Memory size":2000,"Batch size":128}. This record does not assert independent reproduction. ### PerturbTS Accuracy: 56.25. Result ID: 699560383badfaffe65284a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Calibration Method":"Perturbed Temperature Scaling","Backbone":"ResNet-32","Base CIL method":"ER","Number of incremental tasks":10,"Memory size":2000,"Batch size":128}. This record does not assert independent reproduction. ### T-CIL Accuracy: 56.25. Result ID: 699560383badfaffe65284a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Calibration Method":"T-CIL","Backbone":"ResNet-32","Base CIL method":"ER","Number of incremental tasks":10,"Memory size":2000,"Batch size":128}. This record does not assert independent reproduction. ### ER + TS Accuracy: 56.25. Result ID: 699560383badfaffe65284c1. [Reporting paper]() Recorded evaluation configuration: {"CIL Method":"ER","Cal Method":"TS"}. This record does not assert independent reproduction. ### ER + ETS Accuracy: 56.25. Result ID: 699560383badfaffe65284c2. [Reporting paper]() Recorded evaluation configuration: {"CIL Method":"ER","Cal Method":"ETS"}. This record does not assert independent reproduction. ### ER + IRM Accuracy: 56.25. Result ID: 699560383badfaffe65284c3. [Reporting paper]() Recorded evaluation configuration: {"CIL Method":"ER","Cal Method":"IRM"}. This record does not assert independent reproduction. ### ER + PerturbTS Accuracy: 56.25. Result ID: 699560383badfaffe65284c4. [Reporting paper]() Recorded evaluation configuration: {"CIL Method":"ER","Cal Method":"PerturbTS"}. This record does not assert independent reproduction. ### ER + T-CIL Accuracy: 56.25. Result ID: 699560383badfaffe65284c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CIL Method":"ER","Cal Method":"T-CIL"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.