# Object Detection on LVIS rare (misclassified samples) V1 (val) Source: [Object Detection on LVIS rare (misclassified samples) V1 (val)]() Collection index: [llms.txt]() Data updated: 2026-06-17T07:52:54.975Z Evaluation of Object Detection performance on a specific subset of the LVIS V1 validation set, focusing on rare categories identified by misclassified samples. Metrics include Ins., ESR, and A-C ratio. 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 rare (misclassified samples) V1 (val) | | Metric | Ins. AP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [Ins. AP](): Higher is better; unit: PERCENT. - [Ins. AP (Class)](): Higher is better; unit: PERCENT. - [Average High Score](): Higher is better; unit: PERCENT. - [ESR](): Lower is better; unit: PERCENT. - [MEC Average](): Higher is better; unit: SCALAR. - [A-C Ratio](): Higher is better; unit: SCALAR. ## Recorded results | Method | Ins. AP | Result date | Report paper | | --- | --- | --- | --- | | Greedy-100 | 17.76 | Not recorded | 6a322a57d33dfb23e783ed5d | | PhaseWin-100 | 14.75 | Not recorded | 6a322a57d33dfb23e783ed5d | | PhaseWin-50 | 13.94 | Not recorded | 6a322a57d33dfb23e783ed5d | | RISE | 12.45 | Not recorded | 6a322a57d33dfb23e783ed5d | | HSIC | 9.63 | Not recorded | 6a322a57d33dfb23e783ed5d | | ODAM | 5.75 | Not recorded | 6a322a57d33dfb23e783ed5d | | SSGrad-CAM++ | 5.74 | Not recorded | 6a322a57d33dfb23e783ed5d | | Grad-CAM | 5.03 | Not recorded | 6a322a57d33dfb23e783ed5d | ### Greedy-100 Ins. AP: 17.76. Result ID: 6a325254fbc373592c2fa63e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Grounding DINO","Mode":"Zero-shot","Budget":"100"}. This record does not assert independent reproduction. ### PhaseWin-100 Ins. AP: 14.75. Result ID: 6a325254fbc373592c2fa640. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Grounding DINO","Mode":"Zero-shot","Budget":"100"}. This record does not assert independent reproduction. ### PhaseWin-50 Ins. AP: 13.94. Result ID: 6a325254fbc373592c2fa63f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Grounding DINO","Mode":"Zero-shot","Budget":"50"}. This record does not assert independent reproduction. ### RISE Ins. AP: 12.45. Result ID: 6a325254fbc373592c2fa63b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Grounding DINO","Mode":"Zero-shot"}. This record does not assert independent reproduction. ### HSIC Ins. AP: 9.63. Result ID: 6a325254fbc373592c2fa63c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Grounding DINO","Mode":"Zero-shot"}. This record does not assert independent reproduction. ### ODAM Ins. AP: 5.75. Result ID: 6a325254fbc373592c2fa63d. [Reporting paper]() Recorded evaluation configuration: {"Model":"Grounding DINO","Mode":"Zero-shot"}. This record does not assert independent reproduction. ### SSGrad-CAM++ Ins. AP: 5.74. Result ID: 6a325254fbc373592c2fa63a. [Reporting paper]() Recorded evaluation configuration: {"Model":"Grounding DINO","Mode":"Zero-shot"}. This record does not assert independent reproduction. ### Grad-CAM Ins. AP: 5.03. Result ID: 6a325254fbc373592c2fa639. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Grounding DINO","Mode":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.