# Object Recognition on ImageNet CLS-LOC first 1,000 images (val) Source: [Object Recognition on ImageNet CLS-LOC first 1,000 images (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:17.655Z Evaluation of Object Recognition performance using only the first 1,000 validation images from the ImageNet CLS-LOC dataset, measured by Top-1 and Top-5 error rates. 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 | Object Recognition | | Dataset (including any stated split) | ImageNet CLS-LOC first 1,000 images (val) | | Metric | Top-1 Error | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 15 of 15 | | 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 Error](): Lower is better; unit: PERCENT. - [Top-5 Error](): Lower is better; unit: PERCENT. ## Recorded results | Method | Top-1 Error | Result date | Report paper | | --- | --- | --- | --- | | Baseline | 26 | Not recorded | 68fa649d1e209131cea0598b | | Baseline | 26 | Not recorded | 68fa65f41e209131cea0d65f | | DRLN | 34.5 | Not recorded | 68fa65f41e209131cea0d65f | | RCAN | 39.3 | Not recorded | 68fa649d1e209131cea0598b | | RCAN | 39.3 | Not recorded | 68fa65f41e209131cea0d65f | | FSRCNN | 43.7 | Not recorded | 68fa649d1e209131cea0598b | | FSRCNN | 43.7 | Not recorded | 68fa65f41e209131cea0d65f | | ENet-E | 44.9 | Not recorded | 68fa649d1e209131cea0598b | | ENet-E | 44.9 | Not recorded | 68fa65f41e209131cea0d65f | | PSyCo | 45.4 | Not recorded | 68fa649d1e209131cea0598b | | PSyCo | 45.4 | Not recorded | 68fa65f41e209131cea0d65f | | DRCN | 47.7 | Not recorded | 68fa649d1e209131cea0598b | | DRCN | 47.7 | Not recorded | 68fa65f41e209131cea0d65f | | Bicubic | 50.6 | Not recorded | 68fa649d1e209131cea0598b | | Bicubic | 50.6 | Not recorded | 68fa65f41e209131cea0d65f | ### Baseline Top-1 Error: 26. Result ID: 698c4edf37894ef7d9cd6756. [Reporting paper]() Recorded evaluation configuration: {"Evaluation model":"ResNet-50","Input resolution":"224x224"}. This record does not assert independent reproduction. ### Baseline Top-1 Error: 26. Result ID: 698cd31d8b517eb4331cffca. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"ResNet-50","Upscaling factor":"Original (no scaling)"}. This record does not assert independent reproduction. ### DRLN Top-1 Error: 34.5. Result ID: 698cd31d8b517eb4331cffc9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"ResNet-50","Upscaling factor":"4x"}. This record does not assert independent reproduction. ### RCAN Top-1 Error: 39.3. Result ID: 698c4edf37894ef7d9cd6755. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation model":"ResNet-50","Input resolution":"56x56"}. This record does not assert independent reproduction. ### RCAN Top-1 Error: 39.3. Result ID: 698cd31d8b517eb4331cffc8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Classifier":"ResNet-50","Upscaling factor":"4x"}. This record does not assert independent reproduction. ### FSRCNN Top-1 Error: 43.7. Result ID: 698c4edf37894ef7d9cd6752. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation model":"ResNet-50","Input resolution":"56x56"}. This record does not assert independent reproduction. ### FSRCNN Top-1 Error: 43.7. Result ID: 698cd31d8b517eb4331cffc5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Classifier":"ResNet-50","Upscaling factor":"4x"}. This record does not assert independent reproduction. ### ENet-E Top-1 Error: 44.9. Result ID: 698c4edf37894ef7d9cd6754. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation model":"ResNet-50","Input resolution":"56x56"}. This record does not assert independent reproduction. ### ENet-E Top-1 Error: 44.9. Result ID: 698cd31d8b517eb4331cffc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"ResNet-50","Upscaling factor":"4x"}. This record does not assert independent reproduction. ### PSyCo Top-1 Error: 45.4. Result ID: 698c4edf37894ef7d9cd6753. [Reporting paper]() Recorded evaluation configuration: {"Evaluation model":"ResNet-50","Input resolution":"56x56"}. This record does not assert independent reproduction. ### PSyCo Top-1 Error: 45.4. Result ID: 698cd31d8b517eb4331cffc6. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"ResNet-50","Upscaling factor":"4x"}. This record does not assert independent reproduction. ### DRCN Top-1 Error: 47.7. Result ID: 698c4edf37894ef7d9cd6751. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation model":"ResNet-50","Input resolution":"56x56"}. This record does not assert independent reproduction. ### DRCN Top-1 Error: 47.7. Result ID: 698cd31d8b517eb4331cffc4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Classifier":"ResNet-50","Upscaling factor":"4x"}. This record does not assert independent reproduction. ### Bicubic Top-1 Error: 50.6. Result ID: 698c4edf37894ef7d9cd6750. [Reporting paper]() Recorded evaluation configuration: {"Evaluation model":"ResNet-50","Input resolution":"56x56"}. This record does not assert independent reproduction. ### Bicubic Top-1 Error: 50.6. Result ID: 698cd31d8b517eb4331cffc3. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"ResNet-50","Upscaling factor":"4x"}. This record does not assert independent reproduction. Page 1 of 1. 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