# Object Detection on iNatLoc (L1-L6 Breakdown) Source: [Object Detection on iNatLoc (L1-L6 Breakdown)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:09:57.868Z Evaluation of Object Detection performance on the iNatLoc dataset, reporting mAP50 scores across Levels L1 through L6. 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) | iNatLoc | | Metric | mAP50 (L1) | | 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 - [mAP50 (L1)](): Higher is better; unit: PERCENT. - [mAP50 (L2)](): Higher is better; unit: PERCENT. - [mAP50 (L3)](): Higher is better; unit: PERCENT. - [mAP50 (L4)](): Higher is better; unit: PERCENT. - [mAP50 (L5)](): Higher is better; unit: PERCENT. - [mAP50 (L6)](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP50 (L1) | Result date | Report paper | | --- | --- | --- | --- | | SHiNe | 59.4 | Not recorded | 68fa73301e209131cea5b00c | | SHiNe | 50.7 | Not recorded | 68fa73301e209131cea5b00c | | SHiNe | 49.8 | Not recorded | 68fa73301e209131cea5b00c | | SHiNe | 49.7 | Not recorded | 68fa73301e209131cea5b00c | | Detic (Baseline) | 49.7 | Not recorded | 68fa73301e209131cea5b00c | | Detic (Baseline) | 49.4 | Not recorded | 68fa73301e209131cea5b00c | ### SHiNe mAP50 (L1): 59.4. Result ID: 6992ca5c3a6c31484911855c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Swin-B","Supervisory Signal":"II - LVIS + IN-L","Hierarchy Type":"GT-H","Detector":"Detic"}. This record does not assert independent reproduction. ### SHiNe mAP50 (L1): 50.7. Result ID: 6992ca5c3a6c31484911855a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Swin-B","Supervisory Signal":"I - LVIS","Hierarchy Type":"LLM-H","Detector":"Detic"}. This record does not assert independent reproduction. ### SHiNe mAP50 (L1): 49.8. Result ID: 6992ca5c3a6c31484911855d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Swin-B","Supervisory Signal":"II - LVIS + IN-L","Hierarchy Type":"LLM-H","Detector":"Detic"}. This record does not assert independent reproduction. ### SHiNe mAP50 (L1): 49.7. Result ID: 6992ca5c3a6c314849118559. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Swin-B","Supervisory Signal":"I - LVIS","Hierarchy Type":"GT-H","Detector":"Detic"}. This record does not assert independent reproduction. ### Detic (Baseline) mAP50 (L1): 49.7. Result ID: 6992ca5c3a6c31484911855b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Swin-B","Supervisory Signal":"II - LVIS + IN-L","Hierarchy Type":"None","Detector":"Detic"}. This record does not assert independent reproduction. ### Detic (Baseline) mAP50 (L1): 49.4. Result ID: 6992ca5c3a6c314849118558. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Swin-B","Supervisory Signal":"I - LVIS","Hierarchy Type":"None","Detector":"Detic"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.