# Image Classification on ImageNet single-crop (val) Source: [Image Classification on ImageNet single-crop (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:54.671Z Evaluation of Image Classification performance on the single-crop validation split of the ImageNet dataset, reporting standard 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 single-crop (val) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 | | --- | --- | --- | --- | | ANN-Guided Distillation | 71.76 | Not recorded | 68fa77951e209131cea741f2 | | ANN-Guided Distillation | 70.64 | Not recorded | 68fa77951e209131cea741f2 | | SAKD | 70.04 | Not recorded | 68fa77951e209131cea741f2 | | RateBP | 70.01 | Not recorded | 68fa77951e209131cea741f2 | | Dspike | 68.19 | Not recorded | 68fa77951e209131cea741f2 | | ANN-Guided Distillation | 68.12 | Not recorded | 68fa77951e209131cea741f2 | | Real Spike | 67.69 | Not recorded | 68fa77951e209131cea741f2 | | GLIF | 67.52 | Not recorded | 68fa77951e209131cea741f2 | | EnOF | 67.4 | Not recorded | 68fa77951e209131cea741f2 | | SEW ResNet | 67.04 | Not recorded | 68fa77951e209131cea741f2 | | OTTT | 65.15 | Not recorded | 68fa77951e209131cea741f2 | | TET | 64.79 | Not recorded | 68fa77951e209131cea741f2 | | STBP-tdBN | 63.72 | Not recorded | 68fa77951e209131cea741f2 | ### ANN-Guided Distillation Top-1 Accuracy: 71.76. Result ID: 699546173badfaffe6340021. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-34","Time Steps":4,"Teacher Model":"ResNet-50"}. This record does not assert independent reproduction. ### ANN-Guided Distillation Top-1 Accuracy: 70.64. Result ID: 699546173badfaffe6340020. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-34","Time Steps":4}. This record does not assert independent reproduction. ### SAKD Top-1 Accuracy: 70.04. Result ID: 699546173badfaffe634001e. [Reporting paper]() Recorded evaluation configuration: {"Model":"ResNet-34","Time Steps":4}. This record does not assert independent reproduction. ### RateBP Top-1 Accuracy: 70.01. Result ID: 699546173badfaffe634001c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ResNet-34","Time Steps":4}. This record does not assert independent reproduction. ### Dspike Top-1 Accuracy: 68.19. Result ID: 699546173badfaffe6340016. [Reporting paper]() Recorded evaluation configuration: {"Model":"ResNet-34","Time Steps":6}. This record does not assert independent reproduction. ### ANN-Guided Distillation Top-1 Accuracy: 68.12. Result ID: 699546173badfaffe634001f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SEW-ResNet-34","Time Steps":4}. This record does not assert independent reproduction. ### Real Spike Top-1 Accuracy: 67.69. Result ID: 699546173badfaffe634001a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-34","Time Steps":4}. This record does not assert independent reproduction. ### GLIF Top-1 Accuracy: 67.52. Result ID: 699546173badfaffe634001b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-34","Time Steps":4}. This record does not assert independent reproduction. ### EnOF Top-1 Accuracy: 67.4. Result ID: 699546173badfaffe634001d. [Reporting paper]() Recorded evaluation configuration: {"Model":"ResNet-34","Time Steps":4}. This record does not assert independent reproduction. ### SEW ResNet Top-1 Accuracy: 67.04. Result ID: 699546173badfaffe6340019. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"SEW-ResNet-34","Time Steps":4}. This record does not assert independent reproduction. ### OTTT Top-1 Accuracy: 65.15. Result ID: 699546173badfaffe6340018. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ResNet-34","Time Steps":6}. This record does not assert independent reproduction. ### TET Top-1 Accuracy: 64.79. Result ID: 699546173badfaffe6340017. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-34","Time Steps":6}. This record does not assert independent reproduction. ### STBP-tdBN Top-1 Accuracy: 63.72. Result ID: 699546173badfaffe6340015. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-34","Time Steps":6}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.