# HOI Anticipation on VidHOI Oracle mode Source: [HOI Anticipation on VidHOI Oracle mode]() Collection index: [llms.txt]() Data updated: 2026-07-07T09:55:53.710Z Evaluation of Human-Object Interaction (HOI) anticipation performance using the Oracle mode configuration on the VidHOI dataset, reporting mAP and various person-wise top-5 metrics. 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 | HOI Anticipation | | Dataset (including any stated split) | VidHOI Oracle mode | | Metric | mAP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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. - [Top-5 Recall (Person-wise)](): Higher is better; unit: PERCENT. - [Top-5 Precision (Person-wise)](): Higher is better; unit: PERCENT. - [Top-5 Accuracy (Person-wise)](): Higher is better; unit: PERCENT. - [Top-5 F1 Score (Person-wise)](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP | Result date | Report paper | | --- | --- | --- | --- | | HOI4ABOT (Dual, scratch) | 38.46 | Not recorded | 68fa72d71e209131cea58d78 | | HOI4ABOT (Stacked, Hydra) | 37.8 | Not recorded | 68fa72d71e209131cea58d78 | | HOI4ABOT (Dual, Hydra) | 37.77 | Not recorded | 68fa72d71e209131cea58d78 | | SAGE | 37.71 | Not recorded | 6a4c882985dba69fef8b2a26 | | ST-Gaze | 37.59 | Not recorded | 68fa72d71e209131cea58d78 | | HOI4ABOT (Stacked, Scratch) | 36.14 | Not recorded | 68fa72d71e209131cea58d78 | | ST-Gaze\* | 35.71 | Not recorded | 6a4c882985dba69fef8b2a26 | | HOI4ABOT (Stacked, Hydra) | 35 | Not recorded | 68fa72d71e209131cea58d78 | | HOI4ABOT (Stacked, Hydra) | 34.9 | Not recorded | 68fa72d71e209131cea58d78 | | HOI4ABOT (Dual, Hydra) | 34.75 | Not recorded | 68fa72d71e209131cea58d78 | | HOI4ABOT (Stacked, Scratch) | 34.65 | Not recorded | 68fa72d71e209131cea58d78 | | HOI4ABOT (Dual, scratch) | 34.58 | Not recorded | 68fa72d71e209131cea58d78 | | HOI4ABOT (Stacked, Scratch) | 34.27 | Not recorded | 68fa72d71e209131cea58d78 | | SAGE | 34.22 | Not recorded | 6a4c882985dba69fef8b2a26 | | HOI4ABOT (Dual, Hydra) | 34.07 | Not recorded | 68fa72d71e209131cea58d78 | | HOI4ABOT (Dual, scratch) | 33.79 | Not recorded | 68fa72d71e209131cea58d78 | | ST-Gaze | 33.14 | Not recorded | 68fa72d71e209131cea58d78 | | ST-Gaze | 32.75 | Not recorded | 68fa72d71e209131cea58d78 | | SAGE | 32.64 | Not recorded | 6a4c882985dba69fef8b2a26 | | ST-Gaze\* | 32.3 | Not recorded | 6a4c882985dba69fef8b2a26 | | ST-Gaze\* | 32.19 | Not recorded | 6a4c882985dba69fef8b2a26 | | STTran | 29.09 | Not recorded | 68fa72d71e209131cea58d78 | | STTran | 29.09 | Not recorded | 6a4c882985dba69fef8b2a26 | | STTran | 27.59 | Not recorded | 68fa72d71e209131cea58d78 | | STTran | 27.59 | Not recorded | 6a4c882985dba69fef8b2a26 | | STTran | 27.32 | Not recorded | 68fa72d71e209131cea58d78 | | STTran | 27.32 | Not recorded | 6a4c882985dba69fef8b2a26 | ### HOI4ABOT (Dual, scratch) mAP: 38.46. Result ID: 699280d63a6c3148490f6769. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Oracle mode":true,"t":"1","variant":"Dual","mode":"scratch"}. This record does not assert independent reproduction. ### HOI4ABOT (Stacked, Hydra) mAP: 37.8. Result ID: 699280d63a6c3148490f6772. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Oracle mode":true,"t":"1","variant":"Stacked","mode":"Hydra"}. This record does not assert independent reproduction. ### HOI4ABOT (Dual, Hydra) mAP: 37.77. Result ID: 699280d63a6c3148490f676c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Oracle mode":true,"t":"1","variant":"Dual","mode":"Hydra"}. This record does not assert independent reproduction. ### SAGE mAP: 37.71. Result ID: 6a4ccd1260b88bb339ca06c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau\_a":"1"}. This record does not assert independent reproduction. ### ST-Gaze mAP: 37.59. Result ID: 699280d63a6c3148490f6766. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Oracle mode":true,"t":"1"}. This record does not assert independent reproduction. ### HOI4ABOT (Stacked, Scratch) mAP: 36.14. Result ID: 699280d63a6c3148490f676f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Oracle mode":true,"t":"1","variant":"Stacked","mode":"Scratch"}. This record does not assert independent reproduction. ### ST-Gaze\* mAP: 35.71. Result ID: 6a4ccd1260b88bb339ca06bf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"tau\_a":"1","includes word embedding module":"true"}. This record does not assert independent reproduction. ### HOI4ABOT (Stacked, Hydra) mAP: 35. Result ID: 699280d63a6c3148490f6774. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Oracle mode":true,"t":"5","variant":"Stacked","mode":"Hydra"}. This record does not assert independent reproduction. ### HOI4ABOT (Stacked, Hydra) mAP: 34.9. Result ID: 699280d63a6c3148490f6773. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Oracle mode":true,"t":"3","variant":"Stacked","mode":"Hydra"}. This record does not assert independent reproduction. ### HOI4ABOT (Dual, Hydra) mAP: 34.75. Result ID: 699280d63a6c3148490f676d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Oracle mode":true,"t":"3","variant":"Dual","mode":"Hydra"}. This record does not assert independent reproduction. ### HOI4ABOT (Stacked, Scratch) mAP: 34.65. Result ID: 699280d63a6c3148490f6770. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Oracle mode":true,"t":"3","variant":"Stacked","mode":"Scratch"}. This record does not assert independent reproduction. ### HOI4ABOT (Dual, scratch) mAP: 34.58. Result ID: 699280d63a6c3148490f676a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Oracle mode":true,"t":"3","variant":"Dual","mode":"scratch"}. This record does not assert independent reproduction. ### HOI4ABOT (Stacked, Scratch) mAP: 34.27. Result ID: 699280d63a6c3148490f6771. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Oracle mode":true,"t":"5","variant":"Stacked","mode":"Scratch"}. This record does not assert independent reproduction. ### SAGE mAP: 34.22. Result ID: 6a4ccd1260b88bb339ca06c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau\_a":"3"}. This record does not assert independent reproduction. ### HOI4ABOT (Dual, Hydra) mAP: 34.07. Result ID: 699280d63a6c3148490f676e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Oracle mode":true,"t":"5","variant":"Dual","mode":"Hydra"}. This record does not assert independent reproduction. ### HOI4ABOT (Dual, scratch) mAP: 33.79. Result ID: 699280d63a6c3148490f676b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Oracle mode":true,"t":"5","variant":"Dual","mode":"scratch"}. This record does not assert independent reproduction. ### ST-Gaze mAP: 33.14. Result ID: 699280d63a6c3148490f6767. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Oracle mode":true,"t":"3"}. This record does not assert independent reproduction. ### ST-Gaze mAP: 32.75. Result ID: 699280d63a6c3148490f6768. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Oracle mode":true,"t":"5"}. This record does not assert independent reproduction. ### SAGE mAP: 32.64. Result ID: 6a4ccd1260b88bb339ca06c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau\_a":"5"}. This record does not assert independent reproduction. ### ST-Gaze\* mAP: 32.3. Result ID: 6a4ccd1260b88bb339ca06c1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"tau\_a":"5","includes word embedding module":"true"}. This record does not assert independent reproduction. ### ST-Gaze\* mAP: 32.19. Result ID: 6a4ccd1260b88bb339ca06c0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"tau\_a":"3","includes word embedding module":"true"}. This record does not assert independent reproduction. ### STTran mAP: 29.09. Result ID: 699280d63a6c3148490f6763. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Oracle mode":true,"t":"1"}. This record does not assert independent reproduction. ### STTran mAP: 29.09. Result ID: 6a4ccd1260b88bb339ca06bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau\_a":"1"}. This record does not assert independent reproduction. ### STTran mAP: 27.59. Result ID: 699280d63a6c3148490f6764. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Oracle mode":true,"t":"3"}. This record does not assert independent reproduction. ### STTran mAP: 27.59. Result ID: 6a4ccd1260b88bb339ca06bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau\_a":"3"}. This record does not assert independent reproduction. ### STTran mAP: 27.32. Result ID: 699280d63a6c3148490f6765. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Oracle mode":true,"t":"5"}. This record does not assert independent reproduction. ### STTran mAP: 27.32. Result ID: 6a4ccd1260b88bb339ca06be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau\_a":"5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.