# Image Classification on Fruit-306 (test) Source: [Image Classification on Fruit-306 (test)]() Collection index: [llms.txt]() Data updated: 2026-05-21T12:05:16.368Z Evaluation of Image Classification performance on the test split of the Fruit-306 dataset, measured by Top-1 and Top-5 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 | Image Classification | | Dataset (including any stated split) | Fruit-306 (test) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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. - [Top-5 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FruitEnsemble | 70.49 | Not recorded | 6a0e9179f984739ed6738a15 | | DenseNet201 | 68.5 | Not recorded | 6a0e9179f984739ed6738a15 | | InceptionResnetV2 | 67.34 | Not recorded | 6a0e9179f984739ed6738a15 | | ResNet50 | 65.03 | Not recorded | 6a0e9179f984739ed6738a15 | | EfficientNetB7 | 62.83 | Not recorded | 6a0e9179f984739ed6738a15 | | GoogleNet | 62.4 | Not recorded | 6a0e9179f984739ed6738a15 | | ViT-B/16 | 59.69 | Not recorded | 6a0e9179f984739ed6738a15 | | VGG16 | 58.6 | Not recorded | 6a0e9179f984739ed6738a15 | | Xception | 58.3 | Not recorded | 6a0e9179f984739ed6738a15 | | CONVT | 58.02 | Not recorded | 6a0e9179f984739ed6738a15 | | Qwen-VL-Plus | 56.38 | Not recorded | 6a0e9179f984739ed6738a15 | | Beit large | 53.73 | Not recorded | 6a0e9179f984739ed6738a15 | | RVT | 53.47 | Not recorded | 6a0e9179f984739ed6738a15 | | NasnetLarge | 22.28 | Not recorded | 6a0e9179f984739ed6738a15 | | Inceptionv3 | 16.35 | Not recorded | 6a0e9179f984739ed6738a15 | ### FruitEnsemble Top-1 Accuracy: 70.49. Result ID: 6a0ef3b5fbc373592c075939. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Latency (ms)":"19.8‡"}. This record does not assert independent reproduction. ### DenseNet201 Top-1 Accuracy: 68.5. Result ID: 6a0ef3b5fbc373592c075932. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":"20.0","FLOPs (G)":"4.4","Latency (ms)":"18.2"}. This record does not assert independent reproduction. ### InceptionResnetV2 Top-1 Accuracy: 67.34. Result ID: 6a0ef3b5fbc373592c07592f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"55.9","FLOPs (G)":"13.2","Latency (ms)":"25.6"}. This record does not assert independent reproduction. ### ResNet50 Top-1 Accuracy: 65.03. Result ID: 6a0ef3b5fbc373592c075931. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"25.6","FLOPs (G)":"4.1","Latency (ms)":"12.5"}. This record does not assert independent reproduction. ### EfficientNetB7 Top-1 Accuracy: 62.83. Result ID: 6a0ef3b5fbc373592c075933. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":"66.3","FLOPs (G)":"37.0","Latency (ms)":"45.6"}. This record does not assert independent reproduction. ### GoogleNet Top-1 Accuracy: 62.4. Result ID: 6a0ef3b5fbc373592c07592b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"6.8","FLOPs (G)":"1.5","Latency (ms)":"8.2"}. This record does not assert independent reproduction. ### ViT-B/16 Top-1 Accuracy: 59.69. Result ID: 6a0ef3b5fbc373592c075934. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":"86.6","FLOPs (G)":"17.6","Latency (ms)":"32.4"}. This record does not assert independent reproduction. ### VGG16 Top-1 Accuracy: 58.6. Result ID: 6a0ef3b5fbc373592c07592c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":"138.0","FLOPs (G)":"15.5","Latency (ms)":"22.4"}. This record does not assert independent reproduction. ### Xception Top-1 Accuracy: 58.3. Result ID: 6a0ef3b5fbc373592c07592e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":"22.9","FLOPs (G)":"8.4","Latency (ms)":"16.5"}. This record does not assert independent reproduction. ### CONVT Top-1 Accuracy: 58.02. Result ID: 6a0ef3b5fbc373592c075935. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":"28.4","FLOPs (G)":"6.2","Latency (ms)":"15.8"}. This record does not assert independent reproduction. ### Qwen-VL-Plus Top-1 Accuracy: 56.38. Result ID: 6a0ef3b5fbc373592c075938. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":"API","FLOPs (G)":"API","Latency (ms)":"1250†"}. This record does not assert independent reproduction. ### Beit large Top-1 Accuracy: 53.73. Result ID: 6a0ef3b5fbc373592c075936. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":"304.0","FLOPs (G)":"63.4","Latency (ms)":"55.2"}. This record does not assert independent reproduction. ### RVT Top-1 Accuracy: 53.47. Result ID: 6a0ef3b5fbc373592c075937. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"102.5","FLOPs (G)":"24.1","Latency (ms)":"36.5"}. This record does not assert independent reproduction. ### NasnetLarge Top-1 Accuracy: 22.28. Result ID: 6a0ef3b5fbc373592c075930. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"88.9","FLOPs (G)":"23.6","Latency (ms)":"38.2"}. This record does not assert independent reproduction. ### Inceptionv3 Top-1 Accuracy: 16.35. Result ID: 6a0ef3b5fbc373592c07592d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"23.8","FLOPs (G)":"5.7","Latency (ms)":"14.1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.