# Video Retrieval on VDC-D Source: [Video Retrieval on VDC-D]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:59:33.771Z Evaluation of Video Retrieval performance on the VDC-D dataset, measured using R@1. 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 Retrieval | | Dataset (including any stated split) | VDC-D | | Metric | R@1 | | 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 - [R@1](): Higher is better; unit: PERCENT. ## Recorded results | Method | R@1 | Result date | Report paper | | --- | --- | --- | --- | | Embed-RL-4B | 95.2 | Not recorded | 6993f5f79ebc499c974099d0 | | GVE-7B | 94.8 | Not recorded | 6993f5f79ebc499c974099d0 | | Embed-RL-2B | 93.8 | Not recorded | 6993f5f79ebc499c974099d0 | | GVE-3B | 91.8 | Not recorded | 6993f5f79ebc499c974099d0 | | VLM2Vec-V2 | 91.3 | Not recorded | 6993f5f79ebc499c974099d0 | | Unite-7B | 87.1 | Not recorded | 6993f5f79ebc499c974099d0 | | GME-7B | 86.5 | Not recorded | 6993f5f79ebc499c974099d0 | | B3-7B | 85.3 | Not recorded | 6993f5f79ebc499c974099d0 | | UniME-7B | 84.7 | Not recorded | 6993f5f79ebc499c974099d0 | | GME-2B | 83.9 | Not recorded | 6993f5f79ebc499c974099d0 | | VideoCLIP-XL | 82 | Not recorded | 6993f5f79ebc499c974099d0 | | Unite-2B | 79.2 | Not recorded | 6993f5f79ebc499c974099d0 | | BGE-VL | 72.2 | Not recorded | 6993f5f79ebc499c974099d0 | | LanguageBind | 67.9 | Not recorded | 6993f5f79ebc499c974099d0 | | CLIP4Clip | 56.6 | Not recorded | 6993f5f79ebc499c974099d0 | | InternVideo2-6B | 51.6 | Not recorded | 6993f5f79ebc499c974099d0 | | InternVideo2-1B | 48.5 | Not recorded | 6993f5f79ebc499c974099d0 | | ViCLIP | 39.5 | Not recorded | 6993f5f79ebc499c974099d0 | ### Embed-RL-4B R@1: 95.2. Result ID: 699a7c2e5698665ec405a652. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"parameters":"4B"}. This record does not assert independent reproduction. ### GVE-7B R@1: 94.8. Result ID: 699a7c2e5698665ec405a650. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"parameters":"7B","citation":"\[20\]"}. This record does not assert independent reproduction. ### Embed-RL-2B R@1: 93.8. Result ID: 699a7c2e5698665ec405a651. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"parameters":"2B"}. This record does not assert independent reproduction. ### GVE-3B R@1: 91.8. Result ID: 699a7c2e5698665ec405a64f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"parameters":"3B","citation":"\[20\]"}. This record does not assert independent reproduction. ### VLM2Vec-V2 R@1: 91.3. Result ID: 699a7c2e5698665ec405a649. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"version":"V2","citation":"\[41\]"}. This record does not assert independent reproduction. ### Unite-7B R@1: 87.1. Result ID: 699a7c2e5698665ec405a64e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"parameters":"7B","citation":"\[27\]"}. This record does not assert independent reproduction. ### GME-7B R@1: 86.5. Result ID: 699a7c2e5698665ec405a64d. [Reporting paper]() Recorded evaluation configuration: {"parameters":"7B","citation":"\[73\]"}. This record does not assert independent reproduction. ### B3-7B R@1: 85.3. Result ID: 699a7c2e5698665ec405a64c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"parameters":"7B","citation":"\[46\]"}. This record does not assert independent reproduction. ### UniME-7B R@1: 84.7. Result ID: 699a7c2e5698665ec405a64b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"parameters":"7B","citation":"\[18\]"}. This record does not assert independent reproduction. ### GME-2B R@1: 83.9. Result ID: 699a7c2e5698665ec405a647. [Reporting paper]() Recorded evaluation configuration: {"parameters":"2B","citation":"\[73\]"}. This record does not assert independent reproduction. ### VideoCLIP-XL R@1: 82. Result ID: 699a7c2e5698665ec405a643. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"citation":"\[48\]"}. This record does not assert independent reproduction. ### Unite-2B R@1: 79.2. Result ID: 699a7c2e5698665ec405a648. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"parameters":"2B","citation":"\[27\]"}. This record does not assert independent reproduction. ### BGE-VL R@1: 72.2. Result ID: 699a7c2e5698665ec405a64a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"citation":"\[77\]"}. This record does not assert independent reproduction. ### LanguageBind R@1: 67.9. Result ID: 699a7c2e5698665ec405a644. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"citation":"\[79\]"}. This record does not assert independent reproduction. ### CLIP4Clip R@1: 56.6. Result ID: 699a7c2e5698665ec405a641. [Reporting paper]() Recorded evaluation configuration: {"citation":"\[40\]"}. This record does not assert independent reproduction. ### InternVideo2-6B R@1: 51.6. Result ID: 699a7c2e5698665ec405a646. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"parameters":"6B","citation":"\[55\]"}. This record does not assert independent reproduction. ### InternVideo2-1B R@1: 48.5. Result ID: 699a7c2e5698665ec405a645. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"parameters":"1B","citation":"\[55\]"}. This record does not assert independent reproduction. ### ViCLIP R@1: 39.5. Result ID: 699a7c2e5698665ec405a642. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"citation":"\[54\]"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.