# Single-object discovery on VOC 12 Source: [Single-object discovery on VOC 12]() Collection index: [llms.txt]() Data updated: 2026-05-13T10:13:33.356Z Evaluation of Single-object discovery performance on the VOC 12 dataset, reporting percentage performance. 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 | Single-object discovery | | Dataset (including any stated split) | VOC 12 | | Metric | Performance | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [Performance](): Higher is better; unit: PERCENT. ## Recorded results | Method | Performance | Result date | Report paper | | --- | --- | --- | --- | | DINOv1 | 61.9 | Not recorded | 6a0405a5dbc836b87d827637 | | DINOv2 + Reg. \[17\] | 55.4 | Not recorded | 6a0405a5dbc836b87d827637 | | Wei et al. | 46.3 | Not recorded | 68fa68381e209131cea1ae0a | | WWT (ours) | 41.4 | Not recorded | 6a0405a5dbc836b87d827637 | | Obj-DINOv3 \[59\] | 36 | Not recorded | 6a0405a5dbc836b87d827637 | | DINOv2 (reprod. by \[17\]) | 35.3 | Not recorded | 6a0405a5dbc836b87d827637 | | Obj-DINOv2 \[59\] | 30.7 | Not recorded | 6a0405a5dbc836b87d827637 | | DeiT + LaSt \[62\] (our reprod.) | 29.7 | Not recorded | 6a0405a5dbc836b87d827637 | | DeiT + Reg. \[17\] | 27.1 | Not recorded | 6a0405a5dbc836b87d827637 | | DeiT (reprod. by \[17\]) | 11.7 | Not recorded | 6a0405a5dbc836b87d827637 | ### DINOv1 Performance: 61.9. Result ID: 6a044eb647f34ce924eab96d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training":"Self-supervised","Post-processing":"LOST"}. This record does not assert independent reproduction. ### DINOv2 + Reg. \[17\] Performance: 55.4. Result ID: 6a044eb647f34ce924eab96c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training":"Self-supervised","Post-processing":"LOST"}. This record does not assert independent reproduction. ### Wei et al. Performance: 46.3. Result ID: 698d64548b517eb433212922. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Features":"VGG19"}. This record does not assert independent reproduction. ### WWT (ours) Performance: 41.4. Result ID: 6a044eb647f34ce924eab968. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training":"Supervised","Post-processing":"Threshold"}. This record does not assert independent reproduction. ### Obj-DINOv3 \[59\] Performance: 36. Result ID: 6a044eb647f34ce924eab96a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training":"Self-supervised","Post-processing":"TokenCut"}. This record does not assert independent reproduction. ### DINOv2 (reprod. by \[17\]) Performance: 35.3. Result ID: 6a044eb647f34ce924eab96b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training":"Self-supervised","Post-processing":"LOST"}. This record does not assert independent reproduction. ### Obj-DINOv2 \[59\] Performance: 30.7. Result ID: 6a044eb647f34ce924eab969. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training":"Self-supervised","Post-processing":"TokenCut"}. This record does not assert independent reproduction. ### DeiT + LaSt \[62\] (our reprod.) Performance: 29.7. Result ID: 6a044eb647f34ce924eab967. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training":"Supervised","Post-processing":"Threshold"}. This record does not assert independent reproduction. ### DeiT + Reg. \[17\] Performance: 27.1. Result ID: 6a044eb647f34ce924eab966. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training":"Supervised","Post-processing":"LOST"}. This record does not assert independent reproduction. ### DeiT (reprod. by \[17\]) Performance: 11.7. Result ID: 6a044eb647f34ce924eab965. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training":"Supervised","Post-processing":"LOST"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.