# Image Classification on ImageNet 1K (Top-1 Accuracy, Memory, Search Time) Source: [Image Classification on ImageNet 1K (Top-1 Accuracy, Memory, Search Time)]() Collection index: [llms.txt]() Data updated: 2026-06-16T08:27:21.313Z Evaluation of Image Classification performance on the ImageNet-1K dataset, focusing on accuracy alongside resource utilization metrics like Memory footprint and Search Time. 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 1K | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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. - [Memory Footprint](): Lower is better; unit: SIZE. - [Memory Saving (%)](): Higher is better; unit: PERCENT. - [Search Time](): Lower is better; unit: TIME. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SDTv3 | 86.4 | Not recorded | 6a30d8cdd33dfb23e783ceb5 | | AQ4SViT-Beam | 86.22 | Not recorded | 6a30d8cdd33dfb23e783ceb5 | | AQ4SViT-Greedy | 85.45 | Not recorded | 6a30d8cdd33dfb23e783ceb5 | | QSDT | 80.3 | Not recorded | 6a30d8cdd33dfb23e783ceb5 | | SDTv2 | 78.9 | Not recorded | 6a30d8cdd33dfb23e783ceb5 | | AQ4SViT-Greedy | 77.96 | Not recorded | 6a30d8cdd33dfb23e783ceb5 | | AQ4SViT-Beam | 77.54 | Not recorded | 6a30d8cdd33dfb23e783ceb5 | | QSViT | 76.8 | Not recorded | 6a30d8cdd33dfb23e783ceb5 | | Spikformer | 74.81 | Not recorded | 6a30d8cdd33dfb23e783ceb5 | | SDT | 74.06 | Not recorded | 6a30d8cdd33dfb23e783ceb5 | | AQ4SViT-Beam | 73.9 | Not recorded | 6a30d8cdd33dfb23e783ceb5 | | AQ4SViT-Greedy | 73.2 | Not recorded | 6a30d8cdd33dfb23e783ceb5 | ### SDTv3 Top-1 Accuracy: 86.4. Result ID: 6a3108d7fbc373592c2d4254. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Architecture":"SDTv3","#Params.":"173","Precision":"32","Timestep":"8"}. This record does not assert independent reproduction. ### AQ4SViT-Beam Top-1 Accuracy: 86.22. Result ID: 6a3108d7fbc373592c2d425c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Architecture":"SDTv3","#Params.":"173","Precision":"mixed","Timestep":"8"}. This record does not assert independent reproduction. ### AQ4SViT-Greedy Top-1 Accuracy: 85.45. Result ID: 6a3108d7fbc373592c2d4259. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Architecture":"SDTv3","#Params.":"173","Precision":"mixed","Timestep":"8"}. This record does not assert independent reproduction. ### QSDT Top-1 Accuracy: 80.3. Result ID: 6a3108d7fbc373592c2d4255. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Architecture":"SDTv2","#Params.":"6.8","Precision":"4","Timestep":"4"}. This record does not assert independent reproduction. ### SDTv2 Top-1 Accuracy: 78.9. Result ID: 6a3108d7fbc373592c2d4253. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Architecture":"SDTv2","#Params.":"55.4","Precision":"32","Timestep":"4"}. This record does not assert independent reproduction. ### AQ4SViT-Greedy Top-1 Accuracy: 77.96. Result ID: 6a3108d7fbc373592c2d4258. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Architecture":"SDTv2","#Params.":"55.4","Precision":"mixed","Timestep":"4"}. This record does not assert independent reproduction. ### AQ4SViT-Beam Top-1 Accuracy: 77.54. Result ID: 6a3108d7fbc373592c2d425b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Architecture":"SDTv2","#Params.":"55.4","Precision":"mixed","Timestep":"4"}. This record does not assert independent reproduction. ### QSViT Top-1 Accuracy: 76.8. Result ID: 6a3108d7fbc373592c2d4256. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Architecture":"SDTv2","#Params.":"55.4","Precision":"mixed","Timestep":"4"}. This record does not assert independent reproduction. ### Spikformer Top-1 Accuracy: 74.81. Result ID: 6a3108d7fbc373592c2d4251. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Architecture":"Spikformer","#Params.":"66.3","Precision":"32","Timestep":"4"}. This record does not assert independent reproduction. ### SDT Top-1 Accuracy: 74.06. Result ID: 6a3108d7fbc373592c2d4252. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone Architecture":"SDT","#Params.":"66.3","Precision":"32","Timestep":"4"}. This record does not assert independent reproduction. ### AQ4SViT-Beam Top-1 Accuracy: 73.9. Result ID: 6a3108d7fbc373592c2d425a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Architecture":"SDT","#Params.":"66.3","Precision":"mixed","Timestep":"4"}. This record does not assert independent reproduction. ### AQ4SViT-Greedy Top-1 Accuracy: 73.2. Result ID: 6a3108d7fbc373592c2d4257. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Architecture":"SDT","#Params.":"66.3","Precision":"mixed","Timestep":"4"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.