# Fine-grained Open-vocabulary Object Detection on FG-OVD 1.0 (test) Source: [Fine-grained Open-vocabulary Object Detection on FG-OVD 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-03-31T08:00:16.641Z Evaluation of Fine-Grained Open-Vocabulary Object Detection performance on the test split of the FG-OVD 1.0 dataset, reporting metrics categorized by difficulty (Easy, Medium, Hard, Trivial) and specific attributes (Color, Material, Pattern, Trans.). 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 Open-vocabulary Object Detection | | Dataset (including any stated split) | FG-OVD 1.0 (test) | | Metric | Score (Hard) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [Score (Hard)](): Higher is better; unit: PERCENT. - [Score (Medium)](): Higher is better; unit: PERCENT. - [Score (Easy)](): Higher is better; unit: PERCENT. - [Score (Trivial)](): Higher is better; unit: PERCENT. - [Score (Color Attribute)](): Higher is better; unit: PERCENT. - [Score (Material Attribute)](): Higher is better; unit: PERCENT. - [Score (Pattern Attribute)](): Higher is better; unit: PERCENT. - [Score (Trans. Attribute)](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Score (Hard) | Result date | Report paper | | --- | --- | --- | --- | | LaMI-DETR + GUIDED | 57.5 | Not recorded | 69cb54e30636e5bf4afc9d1d | | OWL-ViT + GUIDED | 46.8 | Not recorded | 69cb54e30636e5bf4afc9d1d | | LaMI-DETR + Finetune | 39.5 | Not recorded | 69cb54e30636e5bf4afc9d1d | | Grounding DINO + GUIDED | 35.1 | Not recorded | 69cb54e30636e5bf4afc9d1d | | LaMI-DETR + HA-FGOVD\* | 33.5 | Not recorded | 69cb54e30636e5bf4afc9d1d | | OWL-ViT + HA-FGOVD | 31.4 | Not recorded | 69cb54e30636e5bf4afc9d1d | | LaMI-DETR | 29.2 | Not recorded | 69cb54e30636e5bf4afc9d1d | | OWL-ViT | 26.6 | Not recorded | 69cb54e30636e5bf4afc9d1d | | OWL-ViT | 26.2 | Not recorded | 69cb54e30636e5bf4afc9d1d | | OWLv2 | 25.4 | Not recorded | 69cb54e30636e5bf4afc9d1d | | OWLv2 | 25.3 | Not recorded | 69cb54e30636e5bf4afc9d1d | | ViLD | 22.1 | Not recorded | 69cb54e30636e5bf4afc9d1d | | Grounding DINO + HA-FGOVD | 19.2 | Not recorded | 69cb54e30636e5bf4afc9d1d | | OV-DINO | 18.6 | Not recorded | 69cb54e30636e5bf4afc9d1d | | Grounding DINO | 17 | Not recorded | 69cb54e30636e5bf4afc9d1d | | CORA | 13.8 | Not recorded | 69cb54e30636e5bf4afc9d1d | | Detic | 11.5 | Not recorded | 69cb54e30636e5bf4afc9d1d | ### LaMI-DETR + GUIDED Score (Hard): 57.5. Result ID: 69cb7eb847f34ce924b39c0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"GUIDED"}. This record does not assert independent reproduction. ### OWL-ViT + GUIDED Score (Hard): 46.8. Result ID: 69cb7eb847f34ce924b39c0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"L/14","Strategy":"GUIDED"}. This record does not assert independent reproduction. ### LaMI-DETR + Finetune Score (Hard): 39.5. Result ID: 69cb7eb847f34ce924b39c0d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Strategy":"Finetune"}. This record does not assert independent reproduction. ### Grounding DINO + GUIDED Score (Hard): 35.1. Result ID: 69cb7eb847f34ce924b39c08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"GUIDED"}. This record does not assert independent reproduction. ### LaMI-DETR + HA-FGOVD\* Score (Hard): 33.5. Result ID: 69cb7eb847f34ce924b39c0e. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"HA-FGOVD","Note":"reproduction"}. This record does not assert independent reproduction. ### OWL-ViT + HA-FGOVD Score (Hard): 31.4. Result ID: 69cb7eb847f34ce924b39c0a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"L/14","Strategy":"HA-FGOVD"}. This record does not assert independent reproduction. ### LaMI-DETR Score (Hard): 29.2. Result ID: 69cb7eb847f34ce924b39c0c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OWL-ViT Score (Hard): 26.6. Result ID: 69cb7eb847f34ce924b39c09. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"L/14"}. This record does not assert independent reproduction. ### OWL-ViT Score (Hard): 26.2. Result ID: 69cb7eb847f34ce924b39bff. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"B/16"}. This record does not assert independent reproduction. ### OWLv2 Score (Hard): 25.4. Result ID: 69cb7eb847f34ce924b39c01. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"L/14"}. This record does not assert independent reproduction. ### OWLv2 Score (Hard): 25.3. Result ID: 69cb7eb847f34ce924b39c00. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"B/16"}. This record does not assert independent reproduction. ### ViLD Score (Hard): 22.1. Result ID: 69cb7eb847f34ce924b39c03. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Grounding DINO + HA-FGOVD Score (Hard): 19.2. Result ID: 69cb7eb847f34ce924b39c07. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"HA-FGOVD"}. This record does not assert independent reproduction. ### OV-DINO Score (Hard): 18.6. Result ID: 69cb7eb847f34ce924b39c05. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Grounding DINO Score (Hard): 17. Result ID: 69cb7eb847f34ce924b39c06. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CORA Score (Hard): 13.8. Result ID: 69cb7eb847f34ce924b39c04. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Detic Score (Hard): 11.5. Result ID: 69cb7eb847f34ce924b39c02. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. 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