# Object Detection on NEU-DET one-shot Source: [Object Detection on NEU-DET one-shot]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:11:07.268Z Evaluation of Object Detection performance on the NEU-DET one-shot dataset, measured using Mean Average Precision (mAP). 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 Detection | | Dataset (including any stated split) | NEU-DET one-shot | | Metric | nAP (5-shot) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [nAP (5-shot)](): Higher is better; unit: PERCENT. - [mAP](): Higher is better; unit: PERCENT. - [nAP (1-shot)](): Higher is better; unit: PERCENT. - [nAP (10-shot)](): Higher is better; unit: PERCENT. ## Recorded results | Method | nAP (5-shot) | Result date | Report paper | | --- | --- | --- | --- | | Distill-cdfsd | 16 | Not recorded | 6982d296a8b01e76cc8e93a9 | | Detic-FT | 14.1 | Not recorded | 6982d296a8b01e76cc8e93a9 | | ViTDeT-FT | 13.5 | Not recorded | 6982d296a8b01e76cc8e93a9 | | CD-ViTO | 11.4 | Not recorded | 6982d296a8b01e76cc8e93a9 | | DE-ViT-FT | 7.8 | Not recorded | 6982d296a8b01e76cc8e93a9 | | FSOD-VFM-L | 7.4 | Not recorded | 6982d296a8b01e76cc8e93a9 | | FSOD-VFM-B | 5.7 | Not recorded | 6982d296a8b01e76cc8e93a9 | | No-Time-To-Train | 5.2 | Not recorded | 6982d296a8b01e76cc8e93a9 | | DE-ViT | 1.5 | Not recorded | 6982d296a8b01e76cc8e93a9 | | Detic | 0 | Not recorded | 6982d296a8b01e76cc8e93a9 | ### Distill-cdfsd nAP (5-shot): 16. Result ID: 699752a75698665ec4a478a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-Tuned Novel":true}. This record does not assert independent reproduction. ### Detic-FT nAP (5-shot): 14.1. Result ID: 699752a75698665ec4a478aa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-Tuned Novel":true}. This record does not assert independent reproduction. ### ViTDeT-FT nAP (5-shot): 13.5. Result ID: 699752a75698665ec4a478a9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-Tuned Novel":true}. This record does not assert independent reproduction. ### CD-ViTO nAP (5-shot): 11.4. Result ID: 699752a75698665ec4a478ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-Tuned Novel":true}. This record does not assert independent reproduction. ### DE-ViT-FT nAP (5-shot): 7.8. Result ID: 699752a75698665ec4a478ab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-Tuned Novel":true}. This record does not assert independent reproduction. ### FSOD-VFM-L nAP (5-shot): 7.4. Result ID: 699752a75698665ec4a478b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-Tuned Novel":false}. This record does not assert independent reproduction. ### FSOD-VFM-B nAP (5-shot): 5.7. Result ID: 699752a75698665ec4a478b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-Tuned Novel":false}. This record does not assert independent reproduction. ### No-Time-To-Train nAP (5-shot): 5.2. Result ID: 699752a75698665ec4a478af. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-Tuned Novel":false}. This record does not assert independent reproduction. ### DE-ViT nAP (5-shot): 1.5. Result ID: 699752a75698665ec4a478ae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-Tuned Novel":false}. This record does not assert independent reproduction. ### Detic nAP (5-shot): 0. Result ID: 699752a75698665ec4a478ad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-Tuned Novel":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.