# Generalized Zero-Shot Detection on MS-COCO (65/15) Source: [Generalized Zero-Shot Detection on MS-COCO (65/15)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:04:10.897Z Evaluation of Generalized Zero-Shot Detection (GZSD) performance on the MS-COCO (65/15) subset, reporting metrics for seen classes, unseen classes, and the harmonic mean (HM). 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 | Generalized Zero-Shot Detection | | Dataset (including any stated split) | MS-COCO (65/15) | | Metric | Seen mAP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Seen mAP](): Higher is better; unit: PERCENT. - [Seen Recall@100](): Higher is better; unit: PERCENT. - [Unseen mAP](): Higher is better; unit: PERCENT. - [Unseen Recall@100](): Higher is better; unit: PERCENT. - [HM mAP](): Higher is better; unit: PERCENT. - [HM Recall@100](): Higher is better; unit: PERCENT. ## Recorded results | Method | Seen mAP | Result date | Report paper | | --- | --- | --- | --- | | ZSDTR | 40.55 | Not recorded | 68fa6e311e209131cea3e77e | | ContrastZSD | 40.2 | Not recorded | 68fa6e311e209131cea3e77e | | ZSI | 38.68 | Not recorded | 68fa6a0e1e209131cea25da7 | | SeeDS | 37.5 | Not recorded | 68fa70ca1e209131cea4d218 | | SUZOD | 37.4 | Not recorded | 68fa6e311e209131cea3e77e | | ZSD-SC-Resolver | 37.4 | Not recorded | 68fa6e311e209131cea3e77e | | RRFS | 37.4 | Not recorded | 68fa70ca1e209131cea4d218 | | SU | 36.9 | Not recorded | 68fa70ca1e209131cea4d218 | | BLC | 36 | Not recorded | 68fa69b61e209131cea23a6c | | BLC | 36 | Not recorded | 68fa6a0e1e209131cea25da7 | | BLC | 36 | Not recorded | 68fa6e311e209131cea3e77e | | BLC | 36 | Not recorded | 68fa70ca1e209131cea4d218 | | PL | 34.1 | Not recorded | 68fa70ca1e209131cea4d218 | | PL | 34.07 | Not recorded | 68fa69b61e209131cea23a6c | | PL | 34.07 | Not recorded | 68fa6a0e1e209131cea25da7 | | PL | 34.07 | Not recorded | 68fa6e311e209131cea3e77e | ### ZSDTR Seen mAP: 40.55. Result ID: 6990146c3a6c314849fdfc45. [Reporting paper]() Recorded evaluation configuration: {"IoU threshold":"0.5"}. This record does not assert independent reproduction. ### ContrastZSD Seen mAP: 40.2. Result ID: 6990146c3a6c314849fdfc46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IoU threshold":"0.5"}. This record does not assert independent reproduction. ### ZSI Seen mAP: 38.68. Result ID: 698e085fffc3901de09a46ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"split":"65/15"}. This record does not assert independent reproduction. ### SeeDS Seen mAP: 37.5. Result ID: 6991419d3a6c31484906d4ab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Split":"65/15"}. This record does not assert independent reproduction. ### SUZOD Seen mAP: 37.4. Result ID: 6990146c3a6c314849fdfc44. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"IoU threshold":"0.5"}. This record does not assert independent reproduction. ### ZSD-SC-Resolver Seen mAP: 37.4. Result ID: 6990146c3a6c314849fdfc47. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"IoU threshold":"0.5"}. This record does not assert independent reproduction. ### RRFS Seen mAP: 37.4. Result ID: 6991419d3a6c31484906d4aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Split":"65/15"}. This record does not assert independent reproduction. ### SU Seen mAP: 36.9. Result ID: 6991419d3a6c31484906d4a9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Split":"65/15"}. This record does not assert independent reproduction. ### BLC Seen mAP: 36. Result ID: 698ddbdbffc3901de09928d8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BLC Seen mAP: 36. Result ID: 698e085fffc3901de09a46eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"split":"65/15"}. This record does not assert independent reproduction. ### BLC Seen mAP: 36. Result ID: 6990146c3a6c314849fdfc43. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"IoU threshold":"0.5"}. This record does not assert independent reproduction. ### BLC Seen mAP: 36. Result ID: 6991419d3a6c31484906d4a8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Split":"65/15"}. This record does not assert independent reproduction. ### PL Seen mAP: 34.1. Result ID: 6991419d3a6c31484906d4a7. [Reporting paper]() Recorded evaluation configuration: {"Split":"65/15"}. This record does not assert independent reproduction. ### PL Seen mAP: 34.07. Result ID: 698ddbdbffc3901de09928d7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PL Seen mAP: 34.07. Result ID: 698e085fffc3901de09a46ea. [Reporting paper]() Recorded evaluation configuration: {"split":"65/15"}. This record does not assert independent reproduction. ### PL Seen mAP: 34.07. Result ID: 6990146c3a6c314849fdfc42. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"IoU threshold":"0.5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.