# Video Understanding on VidHalluc Source: [Video Understanding on VidHalluc]() Collection index: [llms.txt]() Data updated: 2026-04-06T08:48:47.351Z Evaluation of general Video Understanding performance on the VidHalluc dataset, typically measured by Accuracy. 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 | Video Understanding | | Dataset (including any stated split) | VidHalluc | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | STEAR | 83.84 | Not recorded | 69d33def7d0172140ec735ff | | VCD | 83.19 | Not recorded | 69d33def7d0172140ec735ff | | DINO-HEAL | 82.95 | Not recorded | 69d33def7d0172140ec735ff | | TCD | 82.67 | Not recorded | 69d33def7d0172140ec735ff | | MemVR | 81.87 | Not recorded | 69d33def7d0172140ec735ff | | Baseline | 81.7 | Not recorded | 69d33def7d0172140ec735ff | | STEAR | 73.19 | Not recorded | 69d33def7d0172140ec735ff | | TCD | 71.51 | Not recorded | 69d33def7d0172140ec735ff | | DINO-HEAL | 71.09 | Not recorded | 69d33def7d0172140ec735ff | | MemVR | 70.69 | Not recorded | 69d33def7d0172140ec735ff | | Baseline | 70.2 | Not recorded | 69d33def7d0172140ec735ff | | VCD | 68.47 | Not recorded | 69d33def7d0172140ec735ff | | STEAR | 65.81 | Not recorded | 69d33def7d0172140ec735ff | | MemVR | 65.69 | Not recorded | 69d33def7d0172140ec735ff | | DINO-HEAL | 65.58 | Not recorded | 69d33def7d0172140ec735ff | | VCD | 65.48 | Not recorded | 69d33def7d0172140ec735ff | | TCD | 64.39 | Not recorded | 69d33def7d0172140ec735ff | | Baseline | 63.07 | Not recorded | 69d33def7d0172140ec735ff | ### STEAR Accuracy: 83.84. Result ID: 69d3736e47f34ce924bb631e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### VCD Accuracy: 83.19. Result ID: 69d3736e47f34ce924bb631a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### DINO-HEAL Accuracy: 82.95. Result ID: 69d3736e47f34ce924bb631d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### TCD Accuracy: 82.67. Result ID: 69d3736e47f34ce924bb631c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### MemVR Accuracy: 81.87. Result ID: 69d3736e47f34ce924bb631b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### Baseline Accuracy: 81.7. Result ID: 69d3736e47f34ce924bb6319. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### STEAR Accuracy: 73.19. Result ID: 69d3736e47f34ce924bb6318. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"InternVL2.5-8B"}. This record does not assert independent reproduction. ### TCD Accuracy: 71.51. Result ID: 69d3736e47f34ce924bb6316. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"InternVL2.5-8B"}. This record does not assert independent reproduction. ### DINO-HEAL Accuracy: 71.09. Result ID: 69d3736e47f34ce924bb6317. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"InternVL2.5-8B"}. This record does not assert independent reproduction. ### MemVR Accuracy: 70.69. Result ID: 69d3736e47f34ce924bb6315. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"InternVL2.5-8B"}. This record does not assert independent reproduction. ### Baseline Accuracy: 70.2. Result ID: 69d3736e47f34ce924bb6313. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"InternVL2.5-8B"}. This record does not assert independent reproduction. ### VCD Accuracy: 68.47. Result ID: 69d3736e47f34ce924bb6314. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"InternVL2.5-8B"}. This record does not assert independent reproduction. ### STEAR Accuracy: 65.81. Result ID: 69d3736e47f34ce924bb6312. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-Video-7B"}. This record does not assert independent reproduction. ### MemVR Accuracy: 65.69. Result ID: 69d3736e47f34ce924bb630f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-Video-7B"}. This record does not assert independent reproduction. ### DINO-HEAL Accuracy: 65.58. Result ID: 69d3736e47f34ce924bb6311. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-Video-7B"}. This record does not assert independent reproduction. ### VCD Accuracy: 65.48. Result ID: 69d3736e47f34ce924bb630e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-Video-7B"}. This record does not assert independent reproduction. ### TCD Accuracy: 64.39. Result ID: 69d3736e47f34ce924bb6310. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-Video-7B"}. This record does not assert independent reproduction. ### Baseline Accuracy: 63.07. Result ID: 69d3736e47f34ce924bb630d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-Video-7B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.