# Fine-grained Visual Question Answering on HRBench-8K Source: [Fine-grained Visual Question Answering on HRBench-8K]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:54:23.108Z Evaluation of model performance on the HRBench-8K dataset for Fine-grained Visual Question Answering, reporting metrics including Overall Accuracy, FSP, FCP, and FP. 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 | Fine-grained Visual Question Answering | | Dataset (including any stated split) | HRBench-8K | | Metric | Overall Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 - [Overall Accuracy](): Higher is better; unit: PERCENT. - [FSP](): Higher is better; unit: PERCENT. - [FCP](): Higher is better; unit: PERCENT. - [FP](): Higher is better; unit: PERCENT. ## Recorded results | Method | Overall Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FOCUS | 69.63 | Not recorded | 68fa79b41e209131cea7efbe | | ZoomEye | 69 | Not recorded | 68fa79b41e209131cea7efbe | | FOCUS | 68.88 | Not recorded | 68fa79b41e209131cea7efbe | | FOCUS | 68.75 | Not recorded | 68fa79b41e209131cea7efbe | | FOCUS | 68.38 | Not recorded | 68fa79b41e209131cea7efbe | | FOCUS | 67.63 | Not recorded | 68fa79b41e209131cea7efbe | | FOCUS | 66.88 | Not recorded | 68fa79b41e209131cea7efbe | | FOCUS | 66.88 | Not recorded | 68fa79b41e209131cea7efbe | | FOCUS | 65.75 | Not recorded | 68fa79b41e209131cea7efbe | | ZoomEye | 65.63 | Not recorded | 68fa79b41e209131cea7efbe | | ZoomEye | 59.63 | Not recorded | 68fa79b41e209131cea7efbe | | ZoomEye | 59 | Not recorded | 68fa79b41e209131cea7efbe | | ZoomEye | 49 | Not recorded | 68fa79b41e209131cea7efbe | | FOCUS | 45 | Not recorded | 68fa79b41e209131cea7efbe | | FOCUS | 45 | Not recorded | 68fa79b41e209131cea7efbe | | FOCUS | 44.13 | Not recorded | 68fa79b41e209131cea7efbe | | FOCUS | 44.13 | Not recorded | 68fa79b41e209131cea7efbe | | FOCUS | 42.38 | Not recorded | 68fa79b41e209131cea7efbe | | FOCUS | 42.15 | Not recorded | 68fa79b41e209131cea7efbe | | ZoomEye | 42.13 | Not recorded | 68fa79b41e209131cea7efbe | | FOCUS | 40.63 | Not recorded | 68fa79b41e209131cea7efbe | | FOCUS | 40.63 | Not recorded | 68fa79b41e209131cea7efbe | | DC2 | 39.5 | Not recorded | 68fa79b41e209131cea7efbe | | ViCrop | 39.38 | Not recorded | 68fa79b41e209131cea7efbe | | ViCrop | 38.38 | Not recorded | 68fa79b41e209131cea7efbe | | ZoomEye | 33.88 | Not recorded | 68fa79b41e209131cea7efbe | | SEAL | 33.5 | Not recorded | 68fa79b41e209131cea7efbe | | ZoomEye | 32.88 | Not recorded | 68fa79b41e209131cea7efbe | ### FOCUS Overall Accuracy: 69.63. Result ID: 698b59ef7a967eddb76ddd4a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaVA-OV-7B","Steps":8,"Overrun":true}. This record does not assert independent reproduction. ### ZoomEye Overall Accuracy: 69. Result ID: 698b59ef7a967eddb76ddd36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-OV-7B","Depth":"5","Number of crops":"4"}. This record does not assert independent reproduction. ### FOCUS Overall Accuracy: 68.88. Result ID: 698b59ef7a967eddb76ddd49. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaVA-OV-7B","Steps":6,"Overrun":true}. This record does not assert independent reproduction. ### FOCUS Overall Accuracy: 68.75. Result ID: 698b59ef7a967eddb76ddd45. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaVA-OV-7B","Steps":1,"Overrun":true}. This record does not assert independent reproduction. ### FOCUS Overall Accuracy: 68.38. Result ID: 698b59ef7a967eddb76ddd48. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaVA-OV-7B","Steps":4,"Overrun":true}. This record does not assert independent reproduction. ### FOCUS Overall Accuracy: 67.63. Result ID: 698b59ef7a967eddb76ddd46. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaVA-OV-7B","Steps":2,"Overrun":true}. This record does not assert independent reproduction. ### FOCUS Overall Accuracy: 66.88. Result ID: 698b59ef7a967eddb76ddd44. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaVA-OV-7B","Steps":2,"Overrun":false}. This record does not assert independent reproduction. ### FOCUS Overall Accuracy: 66.88. Result ID: 698b59ef7a967eddb76ddd47. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaVA-OV-7B","Steps":3,"Overrun":true}. This record does not assert independent reproduction. ### FOCUS Overall Accuracy: 65.75. Result ID: 698b59ef7a967eddb76ddd43. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaVA-OV-7B","Steps":1,"Overrun":false}. This record does not assert independent reproduction. ### ZoomEye Overall Accuracy: 65.63. Result ID: 698b59ef7a967eddb76ddd35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-OV-7B","Depth":"2","Number of crops":"4"}. This record does not assert independent reproduction. ### ZoomEye Overall Accuracy: 59.63. Result ID: 698b59ef7a967eddb76ddd34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-OV-7B","Depth":"1","Number of crops":"4"}. This record does not assert independent reproduction. ### ZoomEye Overall Accuracy: 59. Result ID: 698b59ef7a967eddb76ddd33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-OV-7B","Depth":"1","Number of crops":"2"}. This record does not assert independent reproduction. ### ZoomEye Overall Accuracy: 49. Result ID: 698b59ef7a967eddb76ddd32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-1.5-7B","Depth":"5","Number of crops":"4"}. This record does not assert independent reproduction. ### FOCUS Overall Accuracy: 45. Result ID: 698b59ef7a967eddb76ddd40. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaVA-1.5-7B","Steps":4,"Overrun":true}. This record does not assert independent reproduction. ### FOCUS Overall Accuracy: 45. Result ID: 698b59ef7a967eddb76ddd41. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaVA-1.5-7B","Steps":6,"Overrun":true}. This record does not assert independent reproduction. ### FOCUS Overall Accuracy: 44.13. Result ID: 698b59ef7a967eddb76ddd3f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaVA-1.5-7B","Steps":3,"Overrun":true}. This record does not assert independent reproduction. ### FOCUS Overall Accuracy: 44.13. Result ID: 698b59ef7a967eddb76ddd42. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaVA-1.5-7B","Steps":8,"Overrun":true}. This record does not assert independent reproduction. ### FOCUS Overall Accuracy: 42.38. Result ID: 698b59ef7a967eddb76ddd3d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaVA-1.5-7B","Steps":1,"Overrun":true}. This record does not assert independent reproduction. ### FOCUS Overall Accuracy: 42.15. Result ID: 698b59ef7a967eddb76ddd3e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaVA-1.5-7B","Steps":2,"Overrun":true}. This record does not assert independent reproduction. ### ZoomEye Overall Accuracy: 42.13. Result ID: 698b59ef7a967eddb76ddd31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-1.5-7B","Depth":"2","Number of crops":"4"}. This record does not assert independent reproduction. ### FOCUS Overall Accuracy: 40.63. Result ID: 698b59ef7a967eddb76ddd3b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaVA-1.5-7B","Steps":1,"Overrun":false}. This record does not assert independent reproduction. ### FOCUS Overall Accuracy: 40.63. Result ID: 698b59ef7a967eddb76ddd3c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaVA-1.5-7B","Steps":2,"Overrun":false}. This record does not assert independent reproduction. ### DC2 Overall Accuracy: 39.5. Result ID: 698b59ef7a967eddb76ddd39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-v.1.5-7B"}. This record does not assert independent reproduction. ### ViCrop Overall Accuracy: 39.38. Result ID: 698b59ef7a967eddb76ddd37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-1.5-7B","Mode":"rel-att-high"}. This record does not assert independent reproduction. ### ViCrop Overall Accuracy: 38.38. Result ID: 698b59ef7a967eddb76ddd38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-1.5-7B","Mode":"grad-att-high"}. This record does not assert independent reproduction. ### ZoomEye Overall Accuracy: 33.88. Result ID: 698b59ef7a967eddb76ddd2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-1.5-7B","Depth":"1","Number of crops":"2"}. This record does not assert independent reproduction. ### SEAL Overall Accuracy: 33.5. Result ID: 698b59ef7a967eddb76ddd3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ZoomEye Overall Accuracy: 32.88. Result ID: 698b59ef7a967eddb76ddd30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-1.5-7B","Depth":"1","Number of crops":"4"}. This record does not assert independent reproduction. Page 1 of 1. 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