# Few-Shot Class-Incremental Learning on CUB200 Session 10 - Last (test) Source: [Few-Shot Class-Incremental Learning on CUB200 Session 10 - Last (test)]() Collection index: [llms.txt]() Data updated: 2026-03-04T14:55:30.048Z Evaluation of Few-Shot Class-Incremental Learning performance on the test split of the CUB-200 dataset, specifically reporting results corresponding to the final state after Session 10, using Overall Accuracy and Incremental Class Accuracy metrics. 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 | Few-Shot Class-Incremental Learning | | Dataset (including any stated split) | CUB200 Session 10 - Last (test) | | Metric | Overall Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 29 of 29 | | 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 - [Overall Accuracy](): Higher is better; unit: PERCENT. - [Incremental Class Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Overall Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SAVC + EXP2 | 63.58 | Not recorded | 68fa7a171e209131cea8113a | | SAVC | 62.67 | Not recorded | 68fa7a171e209131cea8113a | | SAVC+D2A | 61.46 | Not recorded | 68fa7a171e209131cea8113a | | MICS | 61.29 | Not recorded | 68fa7a171e209131cea8113a | | M2SD | 60.96 | Not recorded | 68fa7a171e209131cea8113a | | TEEN + EXP2 | 60.49 | Not recorded | 68fa7a171e209131cea8113a | | ADBS | 60.14 | Not recorded | 68fa7a171e209131cea8113a | | PFR + EXP2 | 60.11 | Not recorded | 68fa7a171e209131cea8113a | | SAVC + T3A | 60.08 | Not recorded | 68fa7a171e209131cea8113a | | CLOM | 59.58 | Not recorded | 68fa7a171e209131cea8113a | | PFR + T3A | 58.52 | Not recorded | 68fa7a171e209131cea8113a | | TEEN | 58.48 | Not recorded | 68fa7a171e209131cea8113a | | DyCR | 58.46 | Not recorded | 68fa7a171e209131cea8113a | | TEEN + T3A | 58.44 | Not recorded | 68fa7a171e209131cea8113a | | PFR | 57.54 | Not recorded | 68fa7a171e209131cea8113a | | PFR + TAST | 57.25 | Not recorded | 68fa7a171e209131cea8113a | | FACT | 56.94 | Not recorded | 68fa7a171e209131cea8113a | | Bidist | 55.94 | Not recorded | 68fa7a171e209131cea8113a | | CEC + EXP2 | 53 | Not recorded | 68fa7a171e209131cea8113a | | CEC | 52.21 | Not recorded | 68fa7a171e209131cea8113a | | Decoupled-Cosine + EXP2 | 49.33 | Not recorded | 68fa7a171e209131cea8113a | | CEC + T3A | 48.95 | Not recorded | 68fa7a171e209131cea8113a | | Decoupled-Cosine + T3A | 48.83 | Not recorded | 68fa7a171e209131cea8113a | | Decoupled-Cosine | 48.81 | Not recorded | 68fa7a171e209131cea8113a | | OSHHG | 45.87 | Not recorded | 68fa7a171e209131cea8113a | | CEC + TAST | 36.78 | Not recorded | 68fa7a171e209131cea8113a | | Decoupled-Cosine + TAST | 36.45 | Not recorded | 68fa7a171e209131cea8113a | | SAVC + TAST | 35.54 | Not recorded | 68fa7a171e209131cea8113a | | TEEN + TAST | 31.12 | Not recorded | 68fa7a171e209131cea8113a | ### SAVC + EXP2 Overall Accuracy: 63.58. Result ID: 69a847dc6dbb7075b94f381a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Ours"}. This record does not assert independent reproduction. ### SAVC Overall Accuracy: 62.67. Result ID: 69a847dc6dbb7075b94f3817. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Strategy":"Baseline"}. This record does not assert independent reproduction. ### SAVC+D2A Overall Accuracy: 61.46. Result ID: 69a847dc6dbb7075b94f380a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MICS Overall Accuracy: 61.29. Result ID: 69a847dc6dbb7075b94f3806. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### M2SD Overall Accuracy: 60.96. Result ID: 69a847dc6dbb7075b94f3807. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TEEN + EXP2 Overall Accuracy: 60.49. Result ID: 69a847dc6dbb7075b94f3816. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Ours"}. This record does not assert independent reproduction. ### ADBS Overall Accuracy: 60.14. Result ID: 69a847dc6dbb7075b94f3809. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PFR + EXP2 Overall Accuracy: 60.11. Result ID: 69a847dc6dbb7075b94f381e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Ours"}. This record does not assert independent reproduction. ### SAVC + T3A Overall Accuracy: 60.08. Result ID: 69a847dc6dbb7075b94f3818. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Test-Time Adaptation"}. This record does not assert independent reproduction. ### CLOM Overall Accuracy: 59.58. Result ID: 69a847dc6dbb7075b94f3803. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PFR + T3A Overall Accuracy: 58.52. Result ID: 69a847dc6dbb7075b94f381c. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Test-Time Adaptation"}. This record does not assert independent reproduction. ### TEEN Overall Accuracy: 58.48. Result ID: 69a847dc6dbb7075b94f3813. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Strategy":"Baseline"}. This record does not assert independent reproduction. ### DyCR Overall Accuracy: 58.46. Result ID: 69a847dc6dbb7075b94f3808. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TEEN + T3A Overall Accuracy: 58.44. Result ID: 69a847dc6dbb7075b94f3814. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Test-Time Adaptation"}. This record does not assert independent reproduction. ### PFR Overall Accuracy: 57.54. Result ID: 69a847dc6dbb7075b94f381b. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Baseline"}. This record does not assert independent reproduction. ### PFR + TAST Overall Accuracy: 57.25. Result ID: 69a847dc6dbb7075b94f381d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Test-Time Adaptation"}. This record does not assert independent reproduction. ### FACT Overall Accuracy: 56.94. Result ID: 69a847dc6dbb7075b94f3802. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Bidist Overall Accuracy: 55.94. Result ID: 69a847dc6dbb7075b94f3804. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CEC + EXP2 Overall Accuracy: 53. Result ID: 69a847dc6dbb7075b94f3812. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Ours"}. This record does not assert independent reproduction. ### CEC Overall Accuracy: 52.21. Result ID: 69a847dc6dbb7075b94f380f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Baseline"}. This record does not assert independent reproduction. ### Decoupled-Cosine + EXP2 Overall Accuracy: 49.33. Result ID: 69a847dc6dbb7075b94f380e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Ours"}. This record does not assert independent reproduction. ### CEC + T3A Overall Accuracy: 48.95. Result ID: 69a847dc6dbb7075b94f3810. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Test-Time Adaptation"}. This record does not assert independent reproduction. ### Decoupled-Cosine + T3A Overall Accuracy: 48.83. Result ID: 69a847dc6dbb7075b94f380c. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Test-Time Adaptation"}. This record does not assert independent reproduction. ### Decoupled-Cosine Overall Accuracy: 48.81. Result ID: 69a847dc6dbb7075b94f380b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Strategy":"Baseline"}. This record does not assert independent reproduction. ### OSHHG Overall Accuracy: 45.87. Result ID: 69a847dc6dbb7075b94f3805. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CEC + TAST Overall Accuracy: 36.78. Result ID: 69a847dc6dbb7075b94f3811. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Test-Time Adaptation"}. This record does not assert independent reproduction. ### Decoupled-Cosine + TAST Overall Accuracy: 36.45. Result ID: 69a847dc6dbb7075b94f380d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Test-Time Adaptation"}. This record does not assert independent reproduction. ### SAVC + TAST Overall Accuracy: 35.54. Result ID: 69a847dc6dbb7075b94f3819. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Test-Time Adaptation"}. This record does not assert independent reproduction. ### TEEN + TAST Overall Accuracy: 31.12. Result ID: 69a847dc6dbb7075b94f3815. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Test-Time Adaptation"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.