# Object Detection on LVIS V1 (rare) Source: [Object Detection on LVIS V1 (rare)]() Collection index: [llms.txt]() Data updated: 2026-06-17T07:52:55.106Z Evaluation of Object Detection performance on the rare category subset of the LVIS v1 dataset, utilizing specialized metrics like Ins., Del., and Point Game scores. 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 V1 (rare) | | Metric | Ins. | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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.](): Higher is better; unit: PERCENT. - [Del.](): Higher is better; unit: PERCENT. - [Ins. (class)](): Higher is better; unit: PERCENT. - [Del. (class)](): Higher is better; unit: PERCENT. - [Ins. (IoU)](): Higher is better; unit: PERCENT. - [Del. (IoU)](): Higher is better; unit: PERCENT. - [Average High Score](): Higher is better; unit: PERCENT. - [Point Game Score](): Higher is better; unit: PERCENT. - [Energy PG Score](): Higher is better; unit: PERCENT. - [Average MEC](): Higher is better; unit: SCALAR. - [A/C Ratio](): Higher is better; unit: SCALAR. ## Recorded results | Method | Ins. | Result date | Report paper | | --- | --- | --- | --- | | Greedy | 36.95 | Not recorded | 6a322a57d33dfb23e783ed5d | | Greedy | 34.11 | Not recorded | 6a322a57d33dfb23e783ed5d | | PhaseWin | 33.63 | Not recorded | 6a322a57d33dfb23e783ed5d | | PhaseWin | 30.71 | Not recorded | 6a322a57d33dfb23e783ed5d | | RISE | 28.08 | Not recorded | 6a322a57d33dfb23e783ed5d | | HSIC | 24.17 | Not recorded | 6a322a57d33dfb23e783ed5d | | ODAM | 20.09 | Not recorded | 6a322a57d33dfb23e783ed5d | | Grad-CAM | 12.53 | Not recorded | 6a322a57d33dfb23e783ed5d | | SSGrad-CAM++ | 12.53 | Not recorded | 6a322a57d33dfb23e783ed5d | ### Greedy Ins.: 36.95. Result ID: 6a325254fbc373592c2fa661. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Grounding DINO","Number of regions":"100","Zero-shot evaluation protocol":"true"}. This record does not assert independent reproduction. ### Greedy Ins.: 34.11. Result ID: 6a325254fbc373592c2fa65f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Grounding DINO","Number of regions":"50","Zero-shot evaluation protocol":"true"}. This record does not assert independent reproduction. ### PhaseWin Ins.: 33.63. Result ID: 6a325254fbc373592c2fa662. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Grounding DINO","Number of regions":"100","Zero-shot evaluation protocol":"true"}. This record does not assert independent reproduction. ### PhaseWin Ins.: 30.71. Result ID: 6a325254fbc373592c2fa660. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Grounding DINO","Number of regions":"50","Zero-shot evaluation protocol":"true"}. This record does not assert independent reproduction. ### RISE Ins.: 28.08. Result ID: 6a325254fbc373592c2fa65c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Grounding DINO","Zero-shot evaluation protocol":"true"}. This record does not assert independent reproduction. ### HSIC Ins.: 24.17. Result ID: 6a325254fbc373592c2fa65d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Grounding DINO","Zero-shot evaluation protocol":"true"}. This record does not assert independent reproduction. ### ODAM Ins.: 20.09. Result ID: 6a325254fbc373592c2fa65e. [Reporting paper]() Recorded evaluation configuration: {"Model":"Grounding DINO","Zero-shot evaluation protocol":"true"}. This record does not assert independent reproduction. ### Grad-CAM Ins.: 12.53. Result ID: 6a325254fbc373592c2fa65a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Grounding DINO","Zero-shot evaluation protocol":"true"}. This record does not assert independent reproduction. ### SSGrad-CAM++ Ins.: 12.53. Result ID: 6a325254fbc373592c2fa65b. [Reporting paper]() Recorded evaluation configuration: {"Model":"Grounding DINO","Zero-shot evaluation protocol":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.