# Object Detection on MS COCO (undetected failure samples) Source: [Object Detection on MS COCO (undetected failure samples)]() Collection index: [llms.txt]() Data updated: 2026-06-17T07:52:54.882Z Evaluation of Object Detection performance on the MS COCO dataset, specifically focusing on samples that resulted in undetected failures, measured using specialized metrics like Instance Score (Ins.) and Error Score Rate (ESR). 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) | MS COCO (undetected failure samples) | | Metric | Instance Score | | 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 Score](): Higher is better; unit: PERCENT. - [Instance Score (Class)](): Higher is better; unit: PERCENT. - [Average High Score](): Higher is better; unit: PERCENT. - [Error Score Rate (ESR)](): Lower is better; unit: PERCENT. - [MECave](): Higher is better; unit: SCALAR. - [A-C Ratio](): Higher is better; unit: SCALAR. ## Recorded results | Method | Instance Score | Result date | Report paper | | --- | --- | --- | --- | | PhaseWin | 21.56 | Not recorded | 6a322a57d33dfb23e783ed5d | | Greedy | 21.02 | Not recorded | 6a322a57d33dfb23e783ed5d | | PhaseWin | 18.01 | Not recorded | 6a322a57d33dfb23e783ed5d | | RISE | 15.38 | Not recorded | 6a322a57d33dfb23e783ed5d | | HSIC | 11.01 | Not recorded | 6a322a57d33dfb23e783ed5d | | Grad-CAM | 7.6 | Not recorded | 6a322a57d33dfb23e783ed5d | | ODAM | 7.45 | Not recorded | 6a322a57d33dfb23e783ed5d | | SSGrad-CAM++ | 6.71 | Not recorded | 6a322a57d33dfb23e783ed5d | ### PhaseWin Instance Score: 21.56. Result ID: 6a325254fbc373592c2fa619. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Grounding DINO","Steps":"100"}. This record does not assert independent reproduction. ### Greedy Instance Score: 21.02. Result ID: 6a325254fbc373592c2fa617. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Grounding DINO","Steps":"100"}. This record does not assert independent reproduction. ### PhaseWin Instance Score: 18.01. Result ID: 6a325254fbc373592c2fa618. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Grounding DINO","Steps":"50"}. This record does not assert independent reproduction. ### RISE Instance Score: 15.38. Result ID: 6a325254fbc373592c2fa614. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Grounding DINO"}. This record does not assert independent reproduction. ### HSIC Instance Score: 11.01. Result ID: 6a325254fbc373592c2fa615. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Grounding DINO"}. This record does not assert independent reproduction. ### Grad-CAM Instance Score: 7.6. Result ID: 6a325254fbc373592c2fa612. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Grounding DINO"}. This record does not assert independent reproduction. ### ODAM Instance Score: 7.45. Result ID: 6a325254fbc373592c2fa616. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Grounding DINO"}. This record does not assert independent reproduction. ### SSGrad-CAM++ Instance Score: 6.71. Result ID: 6a325254fbc373592c2fa613. [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.