# Object Detection on LVIS base categories v1.0 (minival5k train) Source: [Object Detection on LVIS base categories v1.0 (minival5k train)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:23:02.822Z Evaluation of Object Detection performance using the base categories subset of LVIS v1.0 on the minival5k training split, reporting metrics like AP\_all and AP\_rare. 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) | LVIS base categories v1.0 (minival5k train) | | Metric | AP (All) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 4 of 4 | | 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 - [AP (All)](): Higher is better; unit: PERCENT. - [AP (Rare)](): Higher is better; unit: PERCENT. ## Recorded results | Method | AP (All) | Result date | Report paper | | --- | --- | --- | --- | | DetCLIPv3 | 60.5 | Not recorded | 68fa72db1e209131cea58f4c | | OWL-ST+FT | 56.2 | Not recorded | 68fa72db1e209131cea58f4c | | DetCLIPv3 | 54.3 | Not recorded | 68fa72db1e209131cea58f4c | | OWL-ST+FT | 48.7 | Not recorded | 68fa72db1e209131cea58f4c | ### DetCLIPv3 AP (All): 60.5. Result ID: 69929def3a6c314849102f2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-L","Fine-tuning protocol":"base categories only"}. This record does not assert independent reproduction. ### OWL-ST+FT AP (All): 56.2. Result ID: 69929def3a6c314849102f2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP L/14","Fine-tuning protocol":"base categories only"}. This record does not assert independent reproduction. ### DetCLIPv3 AP (All): 54.3. Result ID: 69929def3a6c314849102f29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-T","Fine-tuning protocol":"base categories only"}. This record does not assert independent reproduction. ### OWL-ST+FT AP (All): 48.7. Result ID: 69929def3a6c314849102f28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP B/16","Fine-tuning protocol":"base categories only"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.