# Zero-shot Object Detection on LVIS rare V1 (undetected failure samples) Source: [Zero-shot Object Detection on LVIS rare V1 (undetected failure samples)]() Collection index: [llms.txt]() Data updated: 2026-06-17T07:52:54.912Z Evaluation of Zero-shot Object Detection performance specifically on the subset of LVIS v1 rare categories identified as undetected failure samples, utilizing specialized metrics like ESR and MECave. 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 | Zero-shot Object Detection | | Dataset (including any stated split) | LVIS rare V1 (undetected failure samples) | | Metric | Instance Metric | | 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 - [Instance Metric](): Higher is better; unit: PERCENT. - [Instance Metric (Class-level)](): Higher is better; unit: PERCENT. - [Average High Score](): Higher is better; unit: PERCENT. - [ESR](): Lower is better; unit: PERCENT. - [MECave](): Higher is better; unit: SCALAR. - [A-C Ratio](): Higher is better; unit: SCALAR. ## Recorded results | Method | Instance Metric | Result date | Report paper | | --- | --- | --- | --- | | Greedy | 11.55 | Not recorded | 6a322a57d33dfb23e783ed5d | | PhaseWin | 9.42 | Not recorded | 6a322a57d33dfb23e783ed5d | | PhaseWin | 7.87 | Not recorded | 6a322a57d33dfb23e783ed5d | | RISE | 7.03 | Not recorded | 6a322a57d33dfb23e783ed5d | | HSIC | 5.16 | Not recorded | 6a322a57d33dfb23e783ed5d | | SSGrad-CAM++ | 2.92 | Not recorded | 6a322a57d33dfb23e783ed5d | | Grad-CAM | 2.91 | Not recorded | 6a322a57d33dfb23e783ed5d | | ODAM | 2.83 | Not recorded | 6a322a57d33dfb23e783ed5d | ### Greedy Instance Metric: 11.55. Result ID: 6a325254fbc373592c2fa61f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Grounding DINO","Steps":"100"}. This record does not assert independent reproduction. ### PhaseWin Instance Metric: 9.42. Result ID: 6a325254fbc373592c2fa621. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Grounding DINO","Steps":"100"}. This record does not assert independent reproduction. ### PhaseWin Instance Metric: 7.87. Result ID: 6a325254fbc373592c2fa620. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Grounding DINO","Steps":"50"}. This record does not assert independent reproduction. ### RISE Instance Metric: 7.03. Result ID: 6a325254fbc373592c2fa61c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Grounding DINO"}. This record does not assert independent reproduction. ### HSIC Instance Metric: 5.16. Result ID: 6a325254fbc373592c2fa61d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Grounding DINO"}. This record does not assert independent reproduction. ### SSGrad-CAM++ Instance Metric: 2.92. Result ID: 6a325254fbc373592c2fa61b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Grounding DINO"}. This record does not assert independent reproduction. ### Grad-CAM Instance Metric: 2.91. Result ID: 6a325254fbc373592c2fa61a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Grounding DINO"}. This record does not assert independent reproduction. ### ODAM Instance Metric: 2.83. Result ID: 6a325254fbc373592c2fa61e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Grounding DINO"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.