# Image Classification on ImageNet-1K 1.0 (val) (Top-1 Accuracy and Hardware Throughput) Source: [Image Classification on ImageNet-1K 1.0 (val) (Top-1 Accuracy and Hardware Throughput)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:41.014Z Evaluation of Image Classification performance on the ImageNet-1K validation set (v1.0), reporting Top-1 accuracy alongside system throughput measurements across specific hardware accelerators (A100, V100, RTX 6000, RTX 3090). 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 1.0 (val) | | Metric | Top-1 Acc | | 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 Acc](): Higher is better; unit: PERCENT. - [Throughput (A100)](): Higher is better; unit: SCALAR. - [Throughput (V100)](): Higher is better; unit: SCALAR. - [Throughput (RTX 6000)](): Higher is better; unit: SCALAR. - [Throughput (RTX 3090)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | Focal-Tiny | 82.2 | Not recorded | 68fa6f0f1e209131cea439a4 | | ConvNext-Ti | 82.1 | Not recorded | 68fa6f0f1e209131cea439a4 | | PVTv2-B2 | 82 | Not recorded | 68fa6f0f1e209131cea439a4 | | XCiT-S12 | 82 | Not recorded | 68fa6f0f1e209131cea439a4 | | LITv2-S | 82 | Not recorded | 68fa6f0f1e209131cea439a4 | | CaiT-XS24 | 81.8 | Not recorded | 68fa6f0f1e209131cea439a4 | | CvT-13 | 81.6 | Not recorded | 68fa6f0f1e209131cea439a4 | | CoAtNet-0 | 81.6 | Not recorded | 68fa6f0f1e209131cea439a4 | | Swin-Ti | 81.3 | Not recorded | 68fa6f0f1e209131cea439a4 | | TNT-S | 81.3 | Not recorded | 68fa6f0f1e209131cea439a4 | | Twins-PCPVT-S | 81.2 | Not recorded | 68fa6f0f1e209131cea439a4 | | ResNet-50 | 80.4 | Not recorded | 68fa6f0f1e209131cea439a4 | | PVT-S | 79.8 | Not recorded | 68fa6f0f1e209131cea439a4 | ### Focal-Tiny Top-1 Acc: 82.2. Result ID: 6990930a3a6c314849019357. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":29,"FLOPs (G)":4.9,"Batch size":64,"Image resolution":"224 x 224"}. This record does not assert independent reproduction. ### ConvNext-Ti Top-1 Acc: 82.1. Result ID: 6990930a3a6c314849019356. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":28,"FLOPs (G)":4.5,"Batch size":64,"Image resolution":"224 x 224"}. This record does not assert independent reproduction. ### PVTv2-B2 Top-1 Acc: 82. Result ID: 6990930a3a6c314849019354. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":25,"FLOPs (G)":4,"Batch size":64,"Image resolution":"224 x 224"}. This record does not assert independent reproduction. ### XCiT-S12 Top-1 Acc: 82. Result ID: 6990930a3a6c314849019355. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":26,"FLOPs (G)":4.8,"Batch size":64,"Image resolution":"224 x 224"}. This record does not assert independent reproduction. ### LITv2-S Top-1 Acc: 82. Result ID: 6990930a3a6c314849019358. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":28,"FLOPs (G)":3.7,"Batch size":64,"Image resolution":"224 x 224"}. This record does not assert independent reproduction. ### CaiT-XS24 Top-1 Acc: 81.8. Result ID: 6990930a3a6c314849019353. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":27,"FLOPs (G)":5.4,"Batch size":64,"Image resolution":"224 x 224"}. This record does not assert independent reproduction. ### CvT-13 Top-1 Acc: 81.6. Result ID: 6990930a3a6c314849019351. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":20,"FLOPs (G)":4.5,"Batch size":64,"Image resolution":"224 x 224"}. This record does not assert independent reproduction. ### CoAtNet-0 Top-1 Acc: 81.6. Result ID: 6990930a3a6c314849019352. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":25,"FLOPs (G)":4.2,"Batch size":64,"Image resolution":"224 x 224"}. This record does not assert independent reproduction. ### Swin-Ti Top-1 Acc: 81.3. Result ID: 6990930a3a6c31484901934f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":28,"FLOPs (G)":4.5,"Batch size":64,"Image resolution":"224 x 224"}. This record does not assert independent reproduction. ### TNT-S Top-1 Acc: 81.3. Result ID: 6990930a3a6c314849019350. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":24,"FLOPs (G)":5.2,"Batch size":64,"Image resolution":"224 x 224"}. This record does not assert independent reproduction. ### Twins-PCPVT-S Top-1 Acc: 81.2. Result ID: 6990930a3a6c31484901934e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":24,"FLOPs (G)":3.8,"Batch size":64,"Image resolution":"224 x 224"}. This record does not assert independent reproduction. ### ResNet-50 Top-1 Acc: 80.4. Result ID: 6990930a3a6c31484901934c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":26,"FLOPs (G)":4.1,"Batch size":64,"Image resolution":"224 x 224"}. This record does not assert independent reproduction. ### PVT-S Top-1 Acc: 79.8. Result ID: 6990930a3a6c31484901934d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":25,"FLOPs (G)":3.8,"Batch size":64,"Image resolution":"224 x 224"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.