# Image Classification on ImageNet 1k (val) (Accuracy & Efficiency) Source: [Image Classification on ImageNet 1k (val) (Accuracy & Efficiency)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:57.567Z Evaluation of Image Classification performance on the validation split of the ImageNet 1k dataset, reporting standard accuracy metrics (Top-1, Top-5) alongside hardware efficiency metrics (FLOPs, Inference Time, Memory Usage). 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 (val) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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. - [FLOPs (B)](): Lower is better; unit: SIZE. - [Latency (ms)](): Lower is better; unit: TIME. - [Memory (GB)](): Lower is better; unit: SIZE. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | TNet | 74.62 | Not recorded | 68fa6b2c1e209131cea2c8a6 | | TNet | 74.41 | Not recorded | 68fa6b2c1e209131cea2c8a6 | | TNet | 74.12 | Not recorded | 68fa6b2c1e209131cea2c8a6 | | BagNet-77 | 73.42 | Not recorded | 68fa6b2c1e209131cea2c8a6 | | TNet | 73.12 | Not recorded | 68fa6b2c1e209131cea2c8a6 | | Saccader | 72.27 | Not recorded | 68fa6b2c1e209131cea2c8a6 | | Saccader | 72.02 | Not recorded | 68fa6b2c1e209131cea2c8a6 | | Saccader | 70.31 | Not recorded | 68fa6b2c1e209131cea2c8a6 | | Saccader | 67.79 | Not recorded | 68fa6b2c1e209131cea2c8a6 | | DRAM | 67.5 | Not recorded | 68fa6b2c1e209131cea2c8a6 | | TNet | 67.29 | Not recorded | 68fa6b2c1e209131cea2c8a6 | | DRAM | 65.15 | Not recorded | 68fa6b2c1e209131cea2c8a6 | | DRAM | 64.26 | Not recorded | 68fa6b2c1e209131cea2c8a6 | | DRAM | 49.72 | Not recorded | 68fa6b2c1e209131cea2c8a6 | ### TNet Top-1 Accuracy: 74.62. Result ID: 698e65ceffc3901de09d3fb2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Locs":5,"#Params (M)":21.86}. This record does not assert independent reproduction. ### TNet Top-1 Accuracy: 74.41. Result ID: 698e65ceffc3901de09d3fb1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Locs":3,"#Params (M)":21.86}. This record does not assert independent reproduction. ### TNet Top-1 Accuracy: 74.12. Result ID: 698e65ceffc3901de09d3fb0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Locs":2,"#Params (M)":21.86}. This record does not assert independent reproduction. ### BagNet-77 Top-1 Accuracy: 73.42. Result ID: 698e65ceffc3901de09d3fad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Locs":null,"#Params (M)":20.55}. This record does not assert independent reproduction. ### TNet Top-1 Accuracy: 73.12. Result ID: 698e65ceffc3901de09d3faf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Locs":1,"#Params (M)":21.86}. This record does not assert independent reproduction. ### Saccader Top-1 Accuracy: 72.27. Result ID: 698e65ceffc3901de09d3fa8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Locs":30,"#Params (M)":35.58}. This record does not assert independent reproduction. ### Saccader Top-1 Accuracy: 72.02. Result ID: 698e65ceffc3901de09d3fa7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Locs":20,"#Params (M)":35.58}. This record does not assert independent reproduction. ### Saccader Top-1 Accuracy: 70.31. Result ID: 698e65ceffc3901de09d3fa6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Locs":6,"#Params (M)":35.58}. This record does not assert independent reproduction. ### Saccader Top-1 Accuracy: 67.79. Result ID: 698e65ceffc3901de09d3fa5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Locs":2,"#Params (M)":35.58}. This record does not assert independent reproduction. ### DRAM Top-1 Accuracy: 67.5. Result ID: 698e65ceffc3901de09d3fab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Locs":8,"#Params (M)":45.61}. This record does not assert independent reproduction. ### TNet Top-1 Accuracy: 67.29. Result ID: 698e65ceffc3901de09d3fae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Locs":0,"#Params (M)":21.86}. This record does not assert independent reproduction. ### DRAM Top-1 Accuracy: 65.15. Result ID: 698e65ceffc3901de09d3fac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Locs":20,"#Params (M)":45.61}. This record does not assert independent reproduction. ### DRAM Top-1 Accuracy: 64.26. Result ID: 698e65ceffc3901de09d3faa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Locs":4,"#Params (M)":45.61}. This record does not assert independent reproduction. ### DRAM Top-1 Accuracy: 49.72. Result ID: 698e65ceffc3901de09d3fa9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Locs":2,"#Params (M)":45.61}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.