# Clip-to-Video Retrieval on LoVR C2V Source: [Clip-to-Video Retrieval on LoVR C2V]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:59:33.784Z Evaluation of Clip-to-Video Retrieval performance on the LoVR C2V 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 | Clip-to-Video Retrieval | | Dataset (including any stated split) | LoVR C2V | | 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 | | --- | --- | --- | --- | | UniME-7B | 53.7 | Not recorded | 6993f5f79ebc499c974099d0 | | Embed-RL-2B | 51.4 | Not recorded | 6993f5f79ebc499c974099d0 | | CLIP4Clip | 50.3 | Not recorded | 6993f5f79ebc499c974099d0 | | Embed-RL-4B | 49 | Not recorded | 6993f5f79ebc499c974099d0 | | B3-7B | 47.1 | Not recorded | 6993f5f79ebc499c974099d0 | | BGE-VL | 46.5 | Not recorded | 6993f5f79ebc499c974099d0 | | LanguageBind | 46.3 | Not recorded | 6993f5f79ebc499c974099d0 | | InternVideo2-6B | 45.2 | Not recorded | 6993f5f79ebc499c974099d0 | | Unite-7B | 44.8 | Not recorded | 6993f5f79ebc499c974099d0 | | Unite-2B | 44.5 | Not recorded | 6993f5f79ebc499c974099d0 | | ViCLIP | 43.3 | Not recorded | 6993f5f79ebc499c974099d0 | | GVE-7B | 41.5 | Not recorded | 6993f5f79ebc499c974099d0 | | VideoCLIP-XL | 40.3 | Not recorded | 6993f5f79ebc499c974099d0 | | GVE-3B | 40.3 | Not recorded | 6993f5f79ebc499c974099d0 | | VLM2Vec-V2 | 38.5 | Not recorded | 6993f5f79ebc499c974099d0 | | GME-7B | 37 | Not recorded | 6993f5f79ebc499c974099d0 | | InternVideo2-1B | 36.8 | Not recorded | 6993f5f79ebc499c974099d0 | | GME-2B | 36.6 | Not recorded | 6993f5f79ebc499c974099d0 | ### UniME-7B R@1: 53.7. Result ID: 699a7c2e5698665ec405a693. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"parameters":"7B","citation":"\[18\]"}. This record does not assert independent reproduction. ### Embed-RL-2B R@1: 51.4. Result ID: 699a7c2e5698665ec405a699. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"parameters":"2B"}. This record does not assert independent reproduction. ### CLIP4Clip R@1: 50.3. Result ID: 699a7c2e5698665ec405a689. [Reporting paper]() Recorded evaluation configuration: {"citation":"\[40\]"}. This record does not assert independent reproduction. ### Embed-RL-4B R@1: 49. Result ID: 699a7c2e5698665ec405a69a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"parameters":"4B"}. This record does not assert independent reproduction. ### B3-7B R@1: 47.1. Result ID: 699a7c2e5698665ec405a694. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"parameters":"7B","citation":"\[46\]"}. This record does not assert independent reproduction. ### BGE-VL R@1: 46.5. Result ID: 699a7c2e5698665ec405a692. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"citation":"\[77\]"}. This record does not assert independent reproduction. ### LanguageBind R@1: 46.3. Result ID: 699a7c2e5698665ec405a68c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"citation":"\[79\]"}. This record does not assert independent reproduction. ### InternVideo2-6B R@1: 45.2. Result ID: 699a7c2e5698665ec405a68e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"parameters":"6B","citation":"\[55\]"}. This record does not assert independent reproduction. ### Unite-7B R@1: 44.8. Result ID: 699a7c2e5698665ec405a696. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"parameters":"7B","citation":"\[27\]"}. This record does not assert independent reproduction. ### Unite-2B R@1: 44.5. Result ID: 699a7c2e5698665ec405a690. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"parameters":"2B","citation":"\[27\]"}. This record does not assert independent reproduction. ### ViCLIP R@1: 43.3. Result ID: 699a7c2e5698665ec405a68a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"citation":"\[54\]"}. This record does not assert independent reproduction. ### GVE-7B R@1: 41.5. Result ID: 699a7c2e5698665ec405a698. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"parameters":"7B","citation":"\[20\]"}. This record does not assert independent reproduction. ### VideoCLIP-XL R@1: 40.3. Result ID: 699a7c2e5698665ec405a68b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"citation":"\[48\]"}. This record does not assert independent reproduction. ### GVE-3B R@1: 40.3. Result ID: 699a7c2e5698665ec405a697. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"parameters":"3B","citation":"\[20\]"}. This record does not assert independent reproduction. ### VLM2Vec-V2 R@1: 38.5. Result ID: 699a7c2e5698665ec405a691. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"version":"V2","citation":"\[41\]"}. This record does not assert independent reproduction. ### GME-7B R@1: 37. Result ID: 699a7c2e5698665ec405a695. [Reporting paper]() Recorded evaluation configuration: {"parameters":"7B","citation":"\[73\]"}. This record does not assert independent reproduction. ### InternVideo2-1B R@1: 36.8. Result ID: 699a7c2e5698665ec405a68d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"parameters":"1B","citation":"\[55\]"}. This record does not assert independent reproduction. ### GME-2B R@1: 36.6. Result ID: 699a7c2e5698665ec405a68f. [Reporting paper]() Recorded evaluation configuration: {"parameters":"2B","citation":"\[73\]"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.