# Object Detection on LVIS all categories v1.0 (minival5k train) Source: [Object Detection on LVIS all categories v1.0 (minival5k train)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:23:02.778Z Evaluation of Object Detection performance on the training split of the LVIS v1.0 minival5k subset, reporting metrics like AP across all and rare categories. 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 all categories v1.0 (minival5k train) | | Metric | AP (All Categories) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 Categories)](): Higher is better; unit: PERCENT. - [AP (Rare Categories)](): Higher is better; unit: PERCENT. ## Recorded results | Method | AP (All Categories) | Result date | Report paper | | --- | --- | --- | --- | | DetCLIPv3 | 60.5 | Not recorded | 68fa72db1e209131cea58f4c | | DetCLIPv2 | 60.1 | Not recorded | 68fa72db1e209131cea58f4c | | GLIPv2 | 59.8 | Not recorded | 68fa72db1e209131cea58f4c | | DetCLIPv3 | 56.5 | Not recorded | 68fa72db1e209131cea58f4c | | DetCLIPv2 | 50.7 | Not recorded | 68fa72db1e209131cea58f4c | | GLIPv2 | 50.6 | Not recorded | 68fa72db1e209131cea58f4c | ### DetCLIPv3 AP (All Categories): 60.5. Result ID: 69929def3a6c314849102f31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-L","Fine-tuning protocol":"all categories"}. This record does not assert independent reproduction. ### DetCLIPv2 AP (All Categories): 60.1. Result ID: 69929def3a6c314849102f30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-L","Fine-tuning protocol":"all categories"}. This record does not assert independent reproduction. ### GLIPv2 AP (All Categories): 59.8. Result ID: 69929def3a6c314849102f2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-H","Fine-tuning protocol":"all categories"}. This record does not assert independent reproduction. ### DetCLIPv3 AP (All Categories): 56.5. Result ID: 69929def3a6c314849102f2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-T","Fine-tuning protocol":"all categories"}. This record does not assert independent reproduction. ### DetCLIPv2 AP (All Categories): 50.7. Result ID: 69929def3a6c314849102f2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-T","Fine-tuning protocol":"all categories"}. This record does not assert independent reproduction. ### GLIPv2 AP (All Categories): 50.6. Result ID: 69929def3a6c314849102f2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-T","Fine-tuning protocol":"all categories"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.