# Fine-grained classification on Pets (Top-1 Accuracy) Source: [Fine-grained classification on Pets (Top-1 Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-06-29T06:35:15.047Z Evaluation of Fine-grained classification performance on the standard Pets dataset, reporting 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 | Fine-grained classification | | Dataset (including any stated split) | Pets | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 33 of 33 | | 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 | | --- | --- | --- | --- | | w/ LaViD | 85.79 | Not recorded | 6a41fc17206542251d7ccb34 | | w/ LaViD | 85.09 | Not recorded | 6a41fc17206542251d7ccb34 | | LaViD | 84.64 | Not recorded | 6a41fc17206542251d7ccb34 | | LS | 84.23 | Not recorded | 6a41fc17206542251d7ccb34 | | CRD | 83.87 | Not recorded | 6a41fc17206542251d7ccb34 | | w/ LaViD | 83.85 | Not recorded | 6a41fc17206542251d7ccb34 | | LS | 83.56 | Not recorded | 6a41fc17206542251d7ccb34 | | MaKD | 83.48 | Not recorded | 6a41fc17206542251d7ccb34 | | MLKD | 83.38 | Not recorded | 6a41fc17206542251d7ccb34 | | LS | 83.23 | Not recorded | 6a41fc17206542251d7ccb34 | | MLKD | 82.94 | Not recorded | 6a41fc17206542251d7ccb34 | | LaViD | 82.29 | Not recorded | 6a41fc17206542251d7ccb34 | | DKD | 82.26 | Not recorded | 6a41fc17206542251d7ccb34 | | DKD | 82.23 | Not recorded | 6a41fc17206542251d7ccb34 | | MaKD | 82.06 | Not recorded | 6a41fc17206542251d7ccb34 | | CRD | 81.8 | Not recorded | 6a41fc17206542251d7ccb34 | | MLKD | 81.78 | Not recorded | 6a41fc17206542251d7ccb34 | | KD | 81.69 | Not recorded | 6a41fc17206542251d7ccb34 | | CRD | 81.28 | Not recorded | 6a41fc17206542251d7ccb34 | | LaViD | 81.19 | Not recorded | 6a41fc17206542251d7ccb34 | | MaKD | 81.01 | Not recorded | 6a41fc17206542251d7ccb34 | | FitNet | 80.57 | Not recorded | 6a41fc17206542251d7ccb34 | | Ind Student | 80.45 | Not recorded | 6a41fc17206542251d7ccb34 | | RKD | 79.84 | Not recorded | 6a41fc17206542251d7ccb34 | | DKD | 79.61 | Not recorded | 6a41fc17206542251d7ccb34 | | KD | 79.32 | Not recorded | 6a41fc17206542251d7ccb34 | | RKD | 78.91 | Not recorded | 6a41fc17206542251d7ccb34 | | KD | 78.74 | Not recorded | 6a41fc17206542251d7ccb34 | | Ind Student | 77.8 | Not recorded | 6a41fc17206542251d7ccb34 | | FitNet | 77.78 | Not recorded | 6a41fc17206542251d7ccb34 | | Ind Student | 77.57 | Not recorded | 6a41fc17206542251d7ccb34 | | RKD | 77.19 | Not recorded | 6a41fc17206542251d7ccb34 | | FitNet | 76.91 | Not recorded | 6a41fc17206542251d7ccb34 | ### w/ LaViD Top-1 Accuracy: 85.79. Result ID: 6a42121bfbc373592c867863. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student":"MNV2","Teacher":"QN+R50"}. This record does not assert independent reproduction. ### w/ LaViD Top-1 Accuracy: 85.09. Result ID: 6a42121bfbc373592c867858. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student":"RN-18","Teacher":"QN+R50"}. This record does not assert independent reproduction. ### LaViD Top-1 Accuracy: 84.64. Result ID: 6a42121bfbc373592c867867. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student":"MNV2","Teacher":"Qwen"}. This record does not assert independent reproduction. ### LS Top-1 Accuracy: 84.23. Result ID: 6a42121bfbc373592c867862. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student":"MNV2","Teacher":"RN-50"}. This record does not assert independent reproduction. ### CRD Top-1 Accuracy: 83.87. Result ID: 6a42121bfbc373592c867866. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Student":"MNV2","Teacher":"LLaVA"}. This record does not assert independent reproduction. ### w/ LaViD Top-1 Accuracy: 83.85. Result ID: 6a42121bfbc373592c86786e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student":"SNV2","Teacher":"QN+R50"}. This record does not assert independent reproduction. ### LS Top-1 Accuracy: 83.56. Result ID: 6a42121bfbc373592c867857. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student":"RN-18","Teacher":"RN-50"}. This record does not assert independent reproduction. ### MaKD Top-1 Accuracy: 83.48. Result ID: 6a42121bfbc373592c867864. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student":"MNV2","Teacher":"InternVL"}. This record does not assert independent reproduction. ### MLKD Top-1 Accuracy: 83.38. Result ID: 6a42121bfbc373592c867861. [Reporting paper]() Recorded evaluation configuration: {"Student":"MNV2","Teacher":"RN-50"}. This record does not assert independent reproduction. ### LS Top-1 Accuracy: 83.23. Result ID: 6a42121bfbc373592c86786d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student":"SNV2","Teacher":"RN-50"}. This record does not assert independent reproduction. ### MLKD Top-1 Accuracy: 82.94. Result ID: 6a42121bfbc373592c867856. [Reporting paper]() Recorded evaluation configuration: {"Student":"RN-18","Teacher":"RN-50"}. This record does not assert independent reproduction. ### LaViD Top-1 Accuracy: 82.29. Result ID: 6a42121bfbc373592c86785c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student":"RN-18","Teacher":"Qwen"}. This record does not assert independent reproduction. ### DKD Top-1 Accuracy: 82.26. Result ID: 6a42121bfbc373592c867860. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student":"MNV2","Teacher":"RN-50"}. This record does not assert independent reproduction. ### DKD Top-1 Accuracy: 82.23. Result ID: 6a42121bfbc373592c867855. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student":"RN-18","Teacher":"RN-50"}. This record does not assert independent reproduction. ### MaKD Top-1 Accuracy: 82.06. Result ID: 6a42121bfbc373592c867859. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student":"RN-18","Teacher":"InternVL"}. This record does not assert independent reproduction. ### CRD Top-1 Accuracy: 81.8. Result ID: 6a42121bfbc373592c86785b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Student":"RN-18","Teacher":"LLaVA"}. This record does not assert independent reproduction. ### MLKD Top-1 Accuracy: 81.78. Result ID: 6a42121bfbc373592c86786c. [Reporting paper]() Recorded evaluation configuration: {"Student":"SNV2","Teacher":"RN-50"}. This record does not assert independent reproduction. ### KD Top-1 Accuracy: 81.69. Result ID: 6a42121bfbc373592c86785e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student":"MNV2","Teacher":"RN-50"}. This record does not assert independent reproduction. ### CRD Top-1 Accuracy: 81.28. Result ID: 6a42121bfbc373592c867871. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Student":"SNV2","Teacher":"LLaVA"}. This record does not assert independent reproduction. ### LaViD Top-1 Accuracy: 81.19. Result ID: 6a42121bfbc373592c867872. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student":"SNV2","Teacher":"Qwen"}. This record does not assert independent reproduction. ### MaKD Top-1 Accuracy: 81.01. Result ID: 6a42121bfbc373592c86786f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student":"SNV2","Teacher":"InternVL"}. This record does not assert independent reproduction. ### FitNet Top-1 Accuracy: 80.57. Result ID: 6a42121bfbc373592c867865. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student":"MNV2","Teacher":"LLaVA"}. This record does not assert independent reproduction. ### Ind Student Top-1 Accuracy: 80.45. Result ID: 6a42121bfbc373592c86785d. [Reporting paper]() Recorded evaluation configuration: {"Student":"MNV2","Teacher":"None"}. This record does not assert independent reproduction. ### RKD Top-1 Accuracy: 79.84. Result ID: 6a42121bfbc373592c86785f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student":"MNV2","Teacher":"RN-50"}. This record does not assert independent reproduction. ### DKD Top-1 Accuracy: 79.61. Result ID: 6a42121bfbc373592c86786b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student":"SNV2","Teacher":"RN-50"}. This record does not assert independent reproduction. ### KD Top-1 Accuracy: 79.32. Result ID: 6a42121bfbc373592c867853. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student":"RN-18","Teacher":"RN-50"}. This record does not assert independent reproduction. ### RKD Top-1 Accuracy: 78.91. Result ID: 6a42121bfbc373592c867854. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student":"RN-18","Teacher":"RN-50"}. This record does not assert independent reproduction. ### KD Top-1 Accuracy: 78.74. Result ID: 6a42121bfbc373592c867869. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student":"SNV2","Teacher":"RN-50"}. This record does not assert independent reproduction. ### Ind Student Top-1 Accuracy: 77.8. Result ID: 6a42121bfbc373592c867868. [Reporting paper]() Recorded evaluation configuration: {"Student":"SNV2","Teacher":"None"}. This record does not assert independent reproduction. ### FitNet Top-1 Accuracy: 77.78. Result ID: 6a42121bfbc373592c867870. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student":"SNV2","Teacher":"LLaVA"}. This record does not assert independent reproduction. ### Ind Student Top-1 Accuracy: 77.57. Result ID: 6a42121bfbc373592c867852. [Reporting paper]() Recorded evaluation configuration: {"Student":"RN-18","Teacher":"None"}. This record does not assert independent reproduction. ### RKD Top-1 Accuracy: 77.19. Result ID: 6a42121bfbc373592c86786a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student":"SNV2","Teacher":"RN-50"}. This record does not assert independent reproduction. ### FitNet Top-1 Accuracy: 76.91. Result ID: 6a42121bfbc373592c86785a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student":"RN-18","Teacher":"LLaVA"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.