# Text-to-Motion Generation on HumanML3D (Forget Set) Source: [Text-to-Motion Generation on HumanML3D (Forget Set)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:44:38.537Z Evaluation of models generating human motion sequences conditioned on text prompts using the HumanML3D (Forget Set). Metrics include FID, Diversity, and 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 | Text-to-Motion Generation | | Dataset (including any stated split) | HumanML3D (Forget Set) | | Metric | FID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 17 of 17 | | 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 - [FID](): Lower is better; unit: SCALAR. - [Diversity](): Higher is better; unit: SCALAR. - [R@1](): Higher is better; unit: SCALAR. ## Recorded results | Method | FID | Result date | Report paper | | --- | --- | --- | --- | | DiP | 0.44 | Not recorded | 695b456553fdd5c361742f34 | | MoMask | 0.956 | Not recorded | 695b456553fdd5c361742f34 | | BAMM | 1.353 | Not recorded | 695b456553fdd5c361742f34 | | DiP FT | 1.399 | Not recorded | 695b456553fdd5c361742f34 | | BAMM FT | 1.443 | Not recorded | 695b456553fdd5c361742f34 | | MoMask FT | 1.589 | Not recorded | 695b456553fdd5c361742f34 | | DiP Dr | 3.002 | Not recorded | 695b456553fdd5c361742f34 | | BAMM w/ LCR | 9.712 | Not recorded | 695b456553fdd5c361742f34 | | SafeMo-Static | 10.288 | Not recorded | 695b456553fdd5c361742f34 | | MoMask w/ LCR | 12.434 | Not recorded | 695b456553fdd5c361742f34 | | MoMask Dr | 13.644 | Not recorded | 695b456553fdd5c361742f34 | | BAMM Dr | 15.604 | Not recorded | 695b456553fdd5c361742f34 | | MoMask w/ UCE | 25.039 | Not recorded | 695b456553fdd5c361742f34 | | SafeMo-Gated | 31.147 | Not recorded | 695b456553fdd5c361742f34 | | BAMM w/ RECE | 34.367 | Not recorded | 695b456553fdd5c361742f34 | | BAMM w/ UCE | 57.953 | Not recorded | 695b456553fdd5c361742f34 | | MoMask w/ RECE | 58.487 | Not recorded | 695b456553fdd5c361742f34 | ### DiP FID: 0.44. Result ID: 6997f2f75698665ec44c5d43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"DiP","Protocol":"Baseline"}. This record does not assert independent reproduction. ### MoMask FID: 0.956. Result ID: 6997f2f75698665ec44c5d37. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"MoMask","Protocol":"Baseline"}. This record does not assert independent reproduction. ### BAMM FID: 1.353. Result ID: 6997f2f75698665ec44c5d3d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"BAMM","Protocol":"Baseline"}. This record does not assert independent reproduction. ### DiP FT FID: 1.399. Result ID: 6997f2f75698665ec44c5d44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"DiP","Protocol":"FT (fine-tuned on toxicity-free dataset)"}. This record does not assert independent reproduction. ### BAMM FT FID: 1.443. Result ID: 6997f2f75698665ec44c5d3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"BAMM","Protocol":"FT (fine-tuned on toxicity-free dataset)"}. This record does not assert independent reproduction. ### MoMask FT FID: 1.589. Result ID: 6997f2f75698665ec44c5d38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"MoMask","Protocol":"FT (fine-tuned on toxicity-free dataset)"}. This record does not assert independent reproduction. ### DiP Dr FID: 3.002. Result ID: 6997f2f75698665ec44c5d42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"DiP","Protocol":"Dr (trained on toxicity-free dataset)"}. This record does not assert independent reproduction. ### BAMM w/ LCR FID: 9.712. Result ID: 6997f2f75698665ec44c5d41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"BAMM","Protocol":"LCR"}. This record does not assert independent reproduction. ### SafeMo-Static FID: 10.288. Result ID: 6997f2f75698665ec44c5d45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"DiP","Protocol":"Fixed-alpha without external classifier"}. This record does not assert independent reproduction. ### MoMask w/ LCR FID: 12.434. Result ID: 6997f2f75698665ec44c5d3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"MoMask","Protocol":"LCR"}. This record does not assert independent reproduction. ### MoMask Dr FID: 13.644. Result ID: 6997f2f75698665ec44c5d36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"MoMask","Protocol":"Dr (trained on toxicity-free dataset)"}. This record does not assert independent reproduction. ### BAMM Dr FID: 15.604. Result ID: 6997f2f75698665ec44c5d3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"BAMM","Protocol":"Dr (trained on toxicity-free dataset)"}. This record does not assert independent reproduction. ### MoMask w/ UCE FID: 25.039. Result ID: 6997f2f75698665ec44c5d39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"MoMask","Protocol":"UCE"}. This record does not assert independent reproduction. ### SafeMo-Gated FID: 31.147. Result ID: 6997f2f75698665ec44c5d46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"DiP","Protocol":"Classifier-agent-guided gating"}. This record does not assert independent reproduction. ### BAMM w/ RECE FID: 34.367. Result ID: 6997f2f75698665ec44c5d40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"BAMM","Protocol":"RECE"}. This record does not assert independent reproduction. ### BAMM w/ UCE FID: 57.953. Result ID: 6997f2f75698665ec44c5d3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"BAMM","Protocol":"UCE"}. This record does not assert independent reproduction. ### MoMask w/ RECE FID: 58.487. Result ID: 6997f2f75698665ec44c5d3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"MoMask","Protocol":"RECE"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.