# Image Classification on ImageNet-1k (val) (Accuracy Delta and Compression Ratios) Source: [Image Classification on ImageNet-1k (val) (Accuracy Delta and Compression Ratios)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:40:41.592Z Evaluation of Image Classification performance on the validation split of ImageNet-1K, reporting baseline Top-1/Top-5 accuracy, the performance delta relative to a reference model, and model compression metrics (parameter and FLOPs reduction ratios). 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 | Delta Top-1 Acc (%) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [Delta Top-1 Acc (%)](): Higher is better; unit: PERCENT. - [Base Top-1 Acc (%)](): Higher is better; unit: PERCENT. - [Base Top-5 Acc (%)](): Higher is better; unit: PERCENT. - [Delta Top-5 Acc (%)](): Higher is better; unit: PERCENT. - [Compression Ratio #Params](): Higher is better; unit: SCALAR. - [Compression Ratio #FLOPs](): Higher is better; unit: SCALAR. ## Recorded results | Method | Delta Top-1 Acc (%) | Result date | Report paper | | --- | --- | --- | --- | | NISP-50-B | -89 | Not recorded | 6937ad2d6cfd488761a4ea24 | | DCP | -106 | Not recorded | 6937ad2d6cfd488761a4ea24 | | NEXP | -135 | Not recorded | 6937ad2d6cfd488761a4ea24 | | ThiNet | -187 | Not recorded | 6937ad2d6cfd488761a4ea24 | | ABC | -249 | Not recorded | 6937ad2d6cfd488761a4ea24 | | NEXP | -677 | Not recorded | 6937ad2d6cfd488761a4ea24 | | GAL-1-joint | -684 | Not recorded | 6937ad2d6cfd488761a4ea24 | | Hrank | -715 | Not recorded | 6937ad2d6cfd488761a4ea24 | ### NISP-50-B Delta Top-1 Acc (%): -89. Result ID: 699981165698665ec4f14a27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### DCP Delta Top-1 Acc (%): -106. Result ID: 699981165698665ec4f14a2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### NEXP Delta Top-1 Acc (%): -135. Result ID: 699981165698665ec4f14a28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","compression\_regime":"Low"}. This record does not assert independent reproduction. ### ThiNet Delta Top-1 Acc (%): -187. Result ID: 699981165698665ec4f14a29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ABC Delta Top-1 Acc (%): -249. Result ID: 699981165698665ec4f14a2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### NEXP Delta Top-1 Acc (%): -677. Result ID: 699981165698665ec4f14a2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","compression\_regime":"High"}. This record does not assert independent reproduction. ### GAL-1-joint Delta Top-1 Acc (%): -684. Result ID: 699981165698665ec4f14a2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### Hrank Delta Top-1 Acc (%): -715. Result ID: 699981165698665ec4f14a2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.