# Open World Object Detection on S-OWODB Source: [Open World Object Detection on S-OWODB]() Collection index: [llms.txt]() Data updated: 2026-07-07T08:03:59.248Z Evaluation of Open World Object Detection performance on the S-OWODB dataset, reporting metrics including U-Recall and various mAP measures (Previously known, Current known, Both). 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 | Open World Object Detection | | Dataset (including any stated split) | S-OWODB | | Metric | mAP (Current Known) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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 - [mAP (Current Known)](): Higher is better; unit: PERCENT. - [U-Recall](): Higher is better; unit: PERCENT. - [mAP (Previously Known)](): Higher is better; unit: PERCENT. - [mAP (Both)](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP (Current Known) | Result date | Report paper | | --- | --- | --- | --- | | REAL-OW | 76.9 | Not recorded | 6a4c87de85dba69fef8b234e | | OWOBJ | 76.2 | Not recorded | 6a4c87de85dba69fef8b234e | | CAT | 74.2 | Not recorded | 6a4c87de85dba69fef8b234e | | PROB | 73.4 | Not recorded | 6a4c87de85dba69fef8b234e | | Hyp-OW | 72.7 | Not recorded | 6a4c87de85dba69fef8b234e | | ORTH | 71.6 | Not recorded | 6a4c87de85dba69fef8b234e | | OW-DETR | 71.5 | Not recorded | 6a4c87de85dba69fef8b234e | | ORE | 61.4 | Not recorded | 6a4c87de85dba69fef8b234e | | REAL-OW | 44.6 | Not recorded | 6a4c87de85dba69fef8b234e | | REAL-OW | 42.3 | Not recorded | 6a4c87de85dba69fef8b234e | | ORTH | 42.2 | Not recorded | 6a4c87de85dba69fef8b234e | | OWOBJ | 41 | Not recorded | 6a4c87de85dba69fef8b234e | | ORTH | 39.9 | Not recorded | 6a4c87de85dba69fef8b234e | | REAL-OW | 39.3 | Not recorded | 6a4c87de85dba69fef8b234e | | ORTH | 38.8 | Not recorded | 6a4c87de85dba69fef8b234e | | OWOBJ | 36.9 | Not recorded | 6a4c87de85dba69fef8b234e | | PROB | 36 | Not recorded | 6a4c87de85dba69fef8b234e | | OWOBJ | 35.7 | Not recorded | 6a4c87de85dba69fef8b234e | | CAT | 35.5 | Not recorded | 6a4c87de85dba69fef8b234e | | CAT | 35.1 | Not recorded | 6a4c87de85dba69fef8b234e | | CAT | 32.6 | Not recorded | 6a4c87de85dba69fef8b234e | | PROB | 31.7 | Not recorded | 6a4c87de85dba69fef8b234e | | PROB | 30.4 | Not recorded | 6a4c87de85dba69fef8b234e | | OW-DETR | 28.1 | Not recorded | 6a4c87de85dba69fef8b234e | | OW-DETR | 27.5 | Not recorded | 6a4c87de85dba69fef8b234e | | ORE | 26.3 | Not recorded | 6a4c87de85dba69fef8b234e | | ORE | 26.1 | Not recorded | 6a4c87de85dba69fef8b234e | | OW-DETR | 24.9 | Not recorded | 6a4c87de85dba69fef8b234e | | ORE | 23.7 | Not recorded | 6a4c87de85dba69fef8b234e | ### REAL-OW mAP (Current Known): 76.9. Result ID: 6a4cb2d460b88bb339c81b88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task IDs":"Task 1"}. This record does not assert independent reproduction. ### OWOBJ mAP (Current Known): 76.2. Result ID: 6a4cb2d460b88bb339c81b7c. [Reporting paper]() Recorded evaluation configuration: {"Task IDs":"Task 1"}. This record does not assert independent reproduction. ### CAT mAP (Current Known): 74.2. Result ID: 6a4cb2d460b88bb339c81b78. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task IDs":"Task 1"}. This record does not assert independent reproduction. ### PROB mAP (Current Known): 73.4. Result ID: 6a4cb2d460b88bb339c81b74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task IDs":"Task 1"}. This record does not assert independent reproduction. ### Hyp-OW mAP (Current Known): 72.7. Result ID: 6a4cb2d460b88bb339c81b80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task IDs":"Task 1"}. This record does not assert independent reproduction. ### ORTH mAP (Current Known): 71.6. Result ID: 6a4cb2d460b88bb339c81b84. [Reporting paper]() Recorded evaluation configuration: {"Task IDs":"Task 1"}. This record does not assert independent reproduction. ### OW-DETR mAP (Current Known): 71.5. Result ID: 6a4cb2d460b88bb339c81b70. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task IDs":"Task 1"}. This record does not assert independent reproduction. ### ORE mAP (Current Known): 61.4. Result ID: 6a4cb2d460b88bb339c81b6c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task IDs":"Task 1"}. This record does not assert independent reproduction. ### REAL-OW mAP (Current Known): 44.6. Result ID: 6a4cb2d460b88bb339c81b8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task IDs":"Task 3"}. This record does not assert independent reproduction. ### REAL-OW mAP (Current Known): 42.3. Result ID: 6a4cb2d460b88bb339c81b89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task IDs":"Task 2"}. This record does not assert independent reproduction. ### ORTH mAP (Current Known): 42.2. Result ID: 6a4cb2d460b88bb339c81b86. [Reporting paper]() Recorded evaluation configuration: {"Task IDs":"Task 3"}. This record does not assert independent reproduction. ### OWOBJ mAP (Current Known): 41. Result ID: 6a4cb2d460b88bb339c81b7d. [Reporting paper]() Recorded evaluation configuration: {"Task IDs":"Task 2"}. This record does not assert independent reproduction. ### ORTH mAP (Current Known): 39.9. Result ID: 6a4cb2d460b88bb339c81b85. [Reporting paper]() Recorded evaluation configuration: {"Task IDs":"Task 2"}. This record does not assert independent reproduction. ### REAL-OW mAP (Current Known): 39.3. Result ID: 6a4cb2d460b88bb339c81b8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task IDs":"Task 4"}. This record does not assert independent reproduction. ### ORTH mAP (Current Known): 38.8. Result ID: 6a4cb2d460b88bb339c81b87. [Reporting paper]() Recorded evaluation configuration: {"Task IDs":"Task 4"}. This record does not assert independent reproduction. ### OWOBJ mAP (Current Known): 36.9. Result ID: 6a4cb2d460b88bb339c81b7f. [Reporting paper]() Recorded evaluation configuration: {"Task IDs":"Task 4"}. This record does not assert independent reproduction. ### PROB mAP (Current Known): 36. Result ID: 6a4cb2d460b88bb339c81b75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task IDs":"Task 2"}. This record does not assert independent reproduction. ### OWOBJ mAP (Current Known): 35.7. Result ID: 6a4cb2d460b88bb339c81b7e. [Reporting paper]() Recorded evaluation configuration: {"Task IDs":"Task 3"}. This record does not assert independent reproduction. ### CAT mAP (Current Known): 35.5. Result ID: 6a4cb2d460b88bb339c81b79. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task IDs":"Task 2"}. This record does not assert independent reproduction. ### CAT mAP (Current Known): 35.1. Result ID: 6a4cb2d460b88bb339c81b7b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task IDs":"Task 4"}. This record does not assert independent reproduction. ### CAT mAP (Current Known): 32.6. Result ID: 6a4cb2d460b88bb339c81b7a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task IDs":"Task 3"}. This record does not assert independent reproduction. ### PROB mAP (Current Known): 31.7. Result ID: 6a4cb2d460b88bb339c81b77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task IDs":"Task 4"}. This record does not assert independent reproduction. ### PROB mAP (Current Known): 30.4. Result ID: 6a4cb2d460b88bb339c81b76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task IDs":"Task 3"}. This record does not assert independent reproduction. ### OW-DETR mAP (Current Known): 28.1. Result ID: 6a4cb2d460b88bb339c81b73. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task IDs":"Task 4"}. This record does not assert independent reproduction. ### OW-DETR mAP (Current Known): 27.5. Result ID: 6a4cb2d460b88bb339c81b71. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task IDs":"Task 2"}. This record does not assert independent reproduction. ### ORE mAP (Current Known): 26.3. Result ID: 6a4cb2d460b88bb339c81b6f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task IDs":"Task 4"}. This record does not assert independent reproduction. ### ORE mAP (Current Known): 26.1. Result ID: 6a4cb2d460b88bb339c81b6d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task IDs":"Task 2"}. This record does not assert independent reproduction. ### OW-DETR mAP (Current Known): 24.9. Result ID: 6a4cb2d460b88bb339c81b72. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task IDs":"Task 3"}. This record does not assert independent reproduction. ### ORE mAP (Current Known): 23.7. Result ID: 6a4cb2d460b88bb339c81b6e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task IDs":"Task 3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.