# Image Classification on ImageNet original (val) (Inductive/Transductive Accuracy) Source: [Image Classification on ImageNet original (val) (Inductive/Transductive Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:47:06.280Z Evaluation of Image Classification performance on the validation split of the original ImageNet dataset, specifically reporting Inductive and Transductive Top-1 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 | Image Classification | | Dataset (including any stated split) | ImageNet original (val) | | Metric | Inductive Top-1 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 - [Inductive Top-1 Accuracy](): Higher is better; unit: PERCENT. - [Transductive Top-1 Accuracy](): Higher is better; unit: PERCENT. - [Improvement Percentage](): Higher is better; unit: PERCENT. ## Recorded results | Method | Inductive Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | TransBoost | 82.05 | Not recorded | 68fa6e5a1e209131cea3f4dd | | TransBoost | 81.39 | Not recorded | 68fa6e5a1e209131cea3f4dd | | TransBoost | 81.38 | Not recorded | 68fa6e5a1e209131cea3f4dd | | TransBoost | 80.38 | Not recorded | 68fa6e5a1e209131cea3f4dd | | TransBoost | 78.33 | Not recorded | 68fa6e5a1e209131cea3f4dd | | SimCLR | 78.33 | Not recorded | 68fa6e5a1e209131cea3f4dd | | SimCLRv2 | 78.33 | Not recorded | 68fa6e5a1e209131cea3f4dd | | TransBoost | 77.7 | Not recorded | 68fa6e5a1e209131cea3f4dd | | TransBoost | 77.37 | Not recorded | 68fa6e5a1e209131cea3f4dd | | TransBoost | 76.15 | Not recorded | 68fa6e5a1e209131cea3f4dd | | SimCLR | 76.15 | Not recorded | 68fa6e5a1e209131cea3f4dd | | SimCLRv2 | 76.15 | Not recorded | 68fa6e5a1e209131cea3f4dd | | Ent-min | 76.15 | Not recorded | 68fa6e5a1e209131cea3f4dd | | TIM-GD | 76.15 | Not recorded | 68fa6e5a1e209131cea3f4dd | | TransBoost | 75.78 | Not recorded | 68fa6e5a1e209131cea3f4dd | | TransBoost | 73.29 | Not recorded | 68fa6e5a1e209131cea3f4dd | | TransBoost | 69.76 | Not recorded | 68fa6e5a1e209131cea3f4dd | ### TransBoost Inductive Top-1 Accuracy: 82.05. Result ID: 699015413a6c314849fe00b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ConvNext-T","Params (M)":"28.59","Pre-training Procedure":"Advanced procedure"}. This record does not assert independent reproduction. ### TransBoost Inductive Top-1 Accuracy: 81.39. Result ID: 699015413a6c314849fe00b5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-S","Params (M)":"22.05","Pre-training Procedure":"Advanced procedure"}. This record does not assert independent reproduction. ### TransBoost Inductive Top-1 Accuracy: 81.38. Result ID: 699015413a6c314849fe00b6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"Swin-T","Params (M)":"28.29","Pre-training Procedure":"Advanced procedure"}. This record does not assert independent reproduction. ### TransBoost Inductive Top-1 Accuracy: 80.38. Result ID: 699015413a6c314849fe00b3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ResNet50-StrikesBack","Params (M)":"25.56","Pre-training Procedure":"Advanced procedure"}. This record does not assert independent reproduction. ### TransBoost Inductive Top-1 Accuracy: 78.33. Result ID: 699015413a6c314849fe00b0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ResNet152","Params (M)":"60.19","Pre-training Procedure":"Standard simple procedure"}. This record does not assert independent reproduction. ### SimCLR Inductive Top-1 Accuracy: 78.33. Result ID: 699015413a6c314849fe00b8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ResNet152","Params (M)":"60.19","Learning Mode":"Semi-supervised learning"}. This record does not assert independent reproduction. ### SimCLRv2 Inductive Top-1 Accuracy: 78.33. Result ID: 699015413a6c314849fe00ba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ResNet152","Params (M)":"60.19","Learning Mode":"Semi-supervised learning"}. This record does not assert independent reproduction. ### TransBoost Inductive Top-1 Accuracy: 77.7. Result ID: 699015413a6c314849fe00b1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"EfficientNetB0","Params (M)":"05.29","Pre-training Procedure":"Advanced procedure"}. This record does not assert independent reproduction. ### TransBoost Inductive Top-1 Accuracy: 77.37. Result ID: 699015413a6c314849fe00af. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ResNet101","Params (M)":"44.55","Pre-training Procedure":"Standard simple procedure"}. This record does not assert independent reproduction. ### TransBoost Inductive Top-1 Accuracy: 76.15. Result ID: 699015413a6c314849fe00ae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ResNet50","Params (M)":"25.56","Pre-training Procedure":"Standard simple procedure"}. This record does not assert independent reproduction. ### SimCLR Inductive Top-1 Accuracy: 76.15. Result ID: 699015413a6c314849fe00b7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ResNet50","Params (M)":"25.56","Learning Mode":"Semi-supervised learning"}. This record does not assert independent reproduction. ### SimCLRv2 Inductive Top-1 Accuracy: 76.15. Result ID: 699015413a6c314849fe00b9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ResNet50","Params (M)":"25.56","Learning Mode":"Semi-supervised learning"}. This record does not assert independent reproduction. ### Ent-min Inductive Top-1 Accuracy: 76.15. Result ID: 699015413a6c314849fe00bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ResNet50","Params (M)":"25.56","Learning Mode":"Transductive few-shot learning"}. This record does not assert independent reproduction. ### TIM-GD Inductive Top-1 Accuracy: 76.15. Result ID: 699015413a6c314849fe00bc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ResNet50","Params (M)":"25.56","Learning Mode":"Transductive few-shot learning"}. This record does not assert independent reproduction. ### TransBoost Inductive Top-1 Accuracy: 75.78. Result ID: 699015413a6c314849fe00b2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"MobileNetV3-L","Params (M)":"05.48","Pre-training Procedure":"Advanced procedure"}. This record does not assert independent reproduction. ### TransBoost Inductive Top-1 Accuracy: 73.29. Result ID: 699015413a6c314849fe00ad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ResNet34","Params (M)":"21.80","Pre-training Procedure":"Standard simple procedure"}. This record does not assert independent reproduction. ### TransBoost Inductive Top-1 Accuracy: 69.76. Result ID: 699015413a6c314849fe00ac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ResNet18","Params (M)":"11.69","Pre-training Procedure":"Standard simple procedure"}. This record does not assert independent reproduction. Page 1 of 1. 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