# Video Detail Captioning on VDC Source: [Video Detail Captioning on VDC]() Collection index: [llms.txt]() Data updated: 2026-03-24T13:45:48.207Z Evaluation of Video Detail Captioning performance on the VDC dataset, measured using component-wise metrics including Camera, Short, Background, Main Object, Detail, and an overall Score. 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 Detail Captioning | | Dataset (including any stated split) | VDC | | Metric | Camera Component Score | | Unit | SCALAR | | 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 - [Camera Component Score](): Higher is better; unit: SCALAR. - [Short Component Score](): Higher is better; unit: SCALAR. - [Background Component Score](): Higher is better; unit: SCALAR. - [Main Object Component Score](): Higher is better; unit: SCALAR. - [Detail Component Score](): Higher is better; unit: SCALAR. - [Overall Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Camera Component Score | Result date | Report paper | | --- | --- | --- | --- | | SynPO | 1.8 | Not recorded | 68fa78fe1e209131cea7b893 | | SynPO | 1.79 | Not recorded | 68fa78fe1e209131cea7b893 | | SynPO | 1.78 | Not recorded | 68fa78fe1e209131cea7b893 | | SynPO-v3 | 1.75 | Not recorded | 68fa78fe1e209131cea7b893 | | SynPO | 1.75 | Not recorded | 68fa78fe1e209131cea7b893 | | SynPO-v2 | 1.74 | Not recorded | 68fa78fe1e209131cea7b893 | | SynPO | 1.74 | Not recorded | 68fa78fe1e209131cea7b893 | | SynPO-v1 | 1.72 | Not recorded | 68fa78fe1e209131cea7b893 | | SynPO-v5 | 1.57 | Not recorded | 68fa78fe1e209131cea7b893 | | DPOP | 1.55 | Not recorded | 68fa78fe1e209131cea7b893 | | KTO | 1.53 | Not recorded | 68fa78fe1e209131cea7b893 | | SimPO | 1.52 | Not recorded | 68fa78fe1e209131cea7b893 | | SynPO-v4 | 1.48 | Not recorded | 68fa78fe1e209131cea7b893 | | SFT | 1.46 | Not recorded | 68fa78fe1e209131cea7b893 | | SFT | 1.45 | Not recorded | 68fa78fe1e209131cea7b893 | | DPO | 1.45 | Not recorded | 68fa78fe1e209131cea7b893 | | IPO | 1.44 | Not recorded | 68fa78fe1e209131cea7b893 | | DPO | 1.44 | Not recorded | 68fa78fe1e209131cea7b893 | | DPO | 1.44 | Not recorded | 68fa78fe1e209131cea7b893 | | SFT | 1.43 | Not recorded | 68fa78fe1e209131cea7b893 | | CPO | 1.42 | Not recorded | 68fa78fe1e209131cea7b893 | | DPO | 1.41 | Not recorded | 68fa78fe1e209131cea7b893 | | SFT | 1.4 | Not recorded | 68fa78fe1e209131cea7b893 | | DPO | 1.39 | Not recorded | 68fa78fe1e209131cea7b893 | | SFT | 1.37 | Not recorded | 68fa78fe1e209131cea7b893 | | Base | 1.26 | Not recorded | 68fa78fe1e209131cea7b893 | | Base | 1.22 | Not recorded | 68fa78fe1e209131cea7b893 | | Base | 1.14 | Not recorded | 68fa78fe1e209131cea7b893 | ### SynPO Camera Component Score: 1.8. Result ID: 69c2958147f34ce924aaf9f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Backbone":"InternVL2-8B","Fine-tuning Dataset":"Sharegpt4video"}. This record does not assert independent reproduction. ### SynPO Camera Component Score: 1.79. Result ID: 69c2958147f34ce924aaf9e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Backbone":"AuroraCap","Fine-tuning Dataset":"Pandas-70M"}. This record does not assert independent reproduction. ### SynPO Camera Component Score: 1.78. Result ID: 69c2958147f34ce924aaf9e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Backbone":"AuroraCap","Fine-tuning Dataset":"Sharegpt4video"}. This record does not assert independent reproduction. ### SynPO-v3 Camera Component Score: 1.75. Result ID: 69c2958147f34ce924aaf9df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Backbone":"AuroraCap","Fine-tuning Dataset":"Sharegpt4video"}. This record does not assert independent reproduction. ### SynPO Camera Component Score: 1.75. Result ID: 69c2958147f34ce924aaf9e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Backbone":"AuroraCap","Fine-tuning Dataset":"Charades"}. This record does not assert independent reproduction. ### SynPO-v2 Camera Component Score: 1.74. Result ID: 69c2958147f34ce924aaf9de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Backbone":"AuroraCap","Fine-tuning Dataset":"Sharegpt4video"}. This record does not assert independent reproduction. ### SynPO Camera Component Score: 1.74. Result ID: 69c2958147f34ce924aaf9ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Backbone":"LLaVA1.6-7B-video","Fine-tuning Dataset":"Sharegpt4video"}. This record does not assert independent reproduction. ### SynPO-v1 Camera Component Score: 1.72. Result ID: 69c2958147f34ce924aaf9dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Backbone":"AuroraCap","Fine-tuning Dataset":"Sharegpt4video"}. This record does not assert independent reproduction. ### SynPO-v5 Camera Component Score: 1.57. Result ID: 69c2958147f34ce924aaf9e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Backbone":"AuroraCap","Fine-tuning Dataset":"Sharegpt4video"}. This record does not assert independent reproduction. ### DPOP Camera Component Score: 1.55. Result ID: 69c2958147f34ce924aaf9d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Backbone":"AuroraCap","Fine-tuning Dataset":"Sharegpt4video"}. This record does not assert independent reproduction. ### KTO Camera Component Score: 1.53. Result ID: 69c2958147f34ce924aaf9da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Backbone":"AuroraCap","Fine-tuning Dataset":"Sharegpt4video"}. This record does not assert independent reproduction. ### SimPO Camera Component Score: 1.52. Result ID: 69c2958147f34ce924aaf9dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Backbone":"AuroraCap","Fine-tuning Dataset":"Sharegpt4video"}. This record does not assert independent reproduction. ### SynPO-v4 Camera Component Score: 1.48. Result ID: 69c2958147f34ce924aaf9e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Backbone":"AuroraCap","Fine-tuning Dataset":"Sharegpt4video"}. This record does not assert independent reproduction. ### SFT Camera Component Score: 1.46. Result ID: 69c2958147f34ce924aaf9ee. [Reporting paper]() Recorded evaluation configuration: {"Model Backbone":"InternVL2-8B","Fine-tuning Dataset":"Sharegpt4video"}. This record does not assert independent reproduction. ### SFT Camera Component Score: 1.45. Result ID: 69c2958147f34ce924aaf9e6. [Reporting paper]() Recorded evaluation configuration: {"Model Backbone":"AuroraCap","Fine-tuning Dataset":"Pandas-70M"}. This record does not assert independent reproduction. ### DPO Camera Component Score: 1.45. Result ID: 69c2958147f34ce924aaf9eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Backbone":"LLaVA1.6-7B-video","Fine-tuning Dataset":"Sharegpt4video"}. This record does not assert independent reproduction. ### IPO Camera Component Score: 1.44. Result ID: 69c2958147f34ce924aaf9d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Backbone":"AuroraCap","Fine-tuning Dataset":"Sharegpt4video"}. This record does not assert independent reproduction. ### DPO Camera Component Score: 1.44. Result ID: 69c2958147f34ce924aaf9e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Backbone":"AuroraCap","Fine-tuning Dataset":"Pandas-70M"}. This record does not assert independent reproduction. ### DPO Camera Component Score: 1.44. Result ID: 69c2958147f34ce924aaf9ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Backbone":"InternVL2-8B","Fine-tuning Dataset":"Sharegpt4video"}. This record does not assert independent reproduction. ### SFT Camera Component Score: 1.43. Result ID: 69c2958147f34ce924aaf9d6. [Reporting paper]() Recorded evaluation configuration: {"Model Backbone":"AuroraCap","Fine-tuning Dataset":"Sharegpt4video"}. This record does not assert independent reproduction. ### CPO Camera Component Score: 1.42. Result ID: 69c2958147f34ce924aaf9db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Backbone":"AuroraCap","Fine-tuning Dataset":"Sharegpt4video"}. This record does not assert independent reproduction. ### DPO Camera Component Score: 1.41. Result ID: 69c2958147f34ce924aaf9e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Backbone":"AuroraCap","Fine-tuning Dataset":"Charades"}. This record does not assert independent reproduction. ### SFT Camera Component Score: 1.4. Result ID: 69c2958147f34ce924aaf9e3. [Reporting paper]() Recorded evaluation configuration: {"Model Backbone":"AuroraCap","Fine-tuning Dataset":"Charades"}. This record does not assert independent reproduction. ### DPO Camera Component Score: 1.39. Result ID: 69c2958147f34ce924aaf9d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Backbone":"AuroraCap","Fine-tuning Dataset":"Sharegpt4video"}. This record does not assert independent reproduction. ### SFT Camera Component Score: 1.37. Result ID: 69c2958147f34ce924aaf9ea. [Reporting paper]() Recorded evaluation configuration: {"Model Backbone":"LLaVA1.6-7B-video","Fine-tuning Dataset":"Sharegpt4video"}. This record does not assert independent reproduction. ### Base Camera Component Score: 1.26. Result ID: 69c2958147f34ce924aaf9ed. [Reporting paper]() Recorded evaluation configuration: {"Model Backbone":"InternVL2-8B","Fine-tuning Dataset":"Sharegpt4video"}. This record does not assert independent reproduction. ### Base Camera Component Score: 1.22. Result ID: 69c2958147f34ce924aaf9d5. [Reporting paper]() Recorded evaluation configuration: {"Model Backbone":"AuroraCap","Fine-tuning Dataset":"Sharegpt4video"}. This record does not assert independent reproduction. ### Base Camera Component Score: 1.14. Result ID: 69c2958147f34ce924aaf9e9. [Reporting paper]() Recorded evaluation configuration: {"Model Backbone":"LLaVA1.6-7B-video","Fine-tuning Dataset":"Sharegpt4video"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.