# Human-Object Interaction Detection on HICO-DET (single HOI subset 575 classes standard test) Source: [Human-Object Interaction Detection on HICO-DET (single HOI subset 575 classes standard test)]() Collection index: [llms.txt]() Data updated: 2026-04-03T07:44:15.789Z Evaluation of Human-Object Interaction Detection performance on the specific 'single HOI subset 575 classes standard' configuration of the HICO-DET test set, reporting mAP and SHOE mAP. 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 | Human-Object Interaction Detection | | Dataset (including any stated split) | HICO-DET single HOI subset 575 classes standard (test) | | Metric | mAP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [mAP](): Higher is better; unit: PERCENT. - [SHOE mAP](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP | Result date | Report paper | | --- | --- | --- | --- | | GPT-4.1 | 49.5 | Not recorded | 69cf49780636e5bf4afcd98e | | InternVL3-38B | 42 | Not recorded | 69cf49780636e5bf4afcd98e | | HOLA | 39.05 | Not recorded | 69cf49780636e5bf4afcd98e | | ADA-CM | 38.4 | Not recorded | 69cf49780636e5bf4afcd98e | | CMMP | 37.77 | Not recorded | 69cf49780636e5bf4afcd98e | | LAIN | 35.3 | Not recorded | 69cf49780636e5bf4afcd98e | | Qwen2.5-VL-32B | 34.83 | Not recorded | 69cf49780636e5bf4afcd98e | | LAIN | 34.6 | Not recorded | 69cf49780636e5bf4afcd98e | | HOLA | 34.19 | Not recorded | 69cf49780636e5bf4afcd98e | | EZ-HOI | 33.13 | Not recorded | 69cf49780636e5bf4afcd98e | | CMMP | 32.18 | Not recorded | 69cf49780636e5bf4afcd98e | | THID | 22.01 | Not recorded | 69cf49780636e5bf4afcd98e | | CMD-SE | 18.2 | Not recorded | 69cf49780636e5bf4afcd98e | ### GPT-4.1 mAP: 49.5. Result ID: 69cf6f7e47f34ce924b8fdc3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Type":"DETR + VLMs","Detector":"DETR"}. This record does not assert independent reproduction. ### InternVL3-38B mAP: 42. Result ID: 69cf6f7e47f34ce924b8fdc4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Type":"DETR + VLMs","Detector":"DETR"}. This record does not assert independent reproduction. ### HOLA mAP: 39.05. Result ID: 69cf6f7e47f34ce924b8fdbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Default","Backbone":"ViT-L"}. This record does not assert independent reproduction. ### ADA-CM mAP: 38.4. Result ID: 69cf6f7e47f34ce924b8fdbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Default","Backbone":"ViT-L"}. This record does not assert independent reproduction. ### CMMP mAP: 37.77. Result ID: 69cf6f7e47f34ce924b8fdba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Default","Backbone":"ViT-L"}. This record does not assert independent reproduction. ### LAIN mAP: 35.3. Result ID: 69cf6f7e47f34ce924b8fdb9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Type":"Default","Backbone":"ViT-B"}. This record does not assert independent reproduction. ### Qwen2.5-VL-32B mAP: 34.83. Result ID: 69cf6f7e47f34ce924b8fdc5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"DETR + VLMs","Detector":"DETR"}. This record does not assert independent reproduction. ### LAIN mAP: 34.6. Result ID: 69cf6f7e47f34ce924b8fdc0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Type":"Zero-shot RF-UC","Backbone":"ViT-B"}. This record does not assert independent reproduction. ### HOLA mAP: 34.19. Result ID: 69cf6f7e47f34ce924b8fdbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Zero-shot RF-UC","Backbone":"ViT-B"}. This record does not assert independent reproduction. ### EZ-HOI mAP: 33.13. Result ID: 69cf6f7e47f34ce924b8fdbe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Type":"Zero-shot RF-UC","Backbone":"ViT-B"}. This record does not assert independent reproduction. ### CMMP mAP: 32.18. Result ID: 69cf6f7e47f34ce924b8fdbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Zero-shot RF-UC","Backbone":"ViT-B"}. This record does not assert independent reproduction. ### THID mAP: 22.01. Result ID: 69cf6f7e47f34ce924b8fdc2. [Reporting paper]() Recorded evaluation configuration: {"Method Type":"Open Vocabulary"}. This record does not assert independent reproduction. ### CMD-SE mAP: 18.2. Result ID: 69cf6f7e47f34ce924b8fdc1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Type":"Open Vocabulary"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.