# Motion In-filling on Anidance (test)

Source: [Motion In-filling on Anidance (test)](<https://www.sota2.com/research/sota/motion-in-filling-on-anidance-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:48:03.573Z

Evaluation of models performing motion in-filling (interpolation) on the test split of the Anidance dataset, typically measured using L2P.

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 | Motion In-filling |
| Dataset (including any stated split) | Anidance (test) |
| Metric | L2P |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 27 of 27 |
| 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

- [L2P](<https://www.sota2.com/research/sota/motion-in-filling-on-anidance-test.md?metric=L2P>): Lower is better; unit: SCALAR.

## Recorded results

| Method | L2P | Result date | Report paper |
| --- | --- | --- | --- |
| Δ-Interpolator (ours) | 0.6 | Not recorded | 68fa6d3d1e209131cea38b6f |
| Δ-Interpolator (ours) | 0.74 | Not recorded | 68fa6d3d1e209131cea38b6f |
| Single-Shot Motion Completion with Transformer | 0.84 | Not recorded | 68fa69721e209131cea22209 |
| SSMCT | 0.84 | Not recorded | 68fa6d3d1e209131cea38b6f |
| Δ-Interpolator (w/o Δ-mode) | 0.93 | Not recorded | 68fa6d3d1e209131cea38b6f |
| Interp | 0.94 | Not recorded | 68fa69721e209131cea22209 |
| LERP Interpolation | 0.94 | Not recorded | 68fa6d3d1e209131cea38b6f |
| Δ-Interpolator (ours) | 1.01 | Not recorded | 68fa6d3d1e209131cea38b6f |
| Δ-Interpolator (w/o Δ-mode) | 1.02 | Not recorded | 68fa6d3d1e209131cea38b6f |
| Δ-Interpolator (w/o Δ-mode) | 1.13 | Not recorded | 68fa6d3d1e209131cea38b6f |
| Single-Shot Motion Completion with Transformer | 1.46 | Not recorded | 68fa69721e209131cea22209 |
| SSMCT | 1.46 | Not recorded | 68fa6d3d1e209131cea38b6f |
| Single-Shot Motion Completion with Transformer | 1.64 | Not recorded | 68fa69721e209131cea22209 |
| SSMCT | 1.64 | Not recorded | 68fa6d3d1e209131cea38b6f |
| Zero-Vel | 2.34 | Not recorded | 68fa69721e209131cea22209 |
| Zero Velocity | 2.44 | Not recorded | 68fa6d3d1e209131cea38b6f |
| LERP Interpolation | 3.06 | Not recorded | 68fa6d3d1e209131cea38b6f |
| Interp | 3.24 | Not recorded | 68fa69721e209131cea22209 |
| Autoencoder | 3.57 | Not recorded | 68fa6d3d1e209131cea38b6f |
| Autoencoder | 3.69 | Not recorded | 68fa6d3d1e209131cea38b6f |
| Autoencoder | 3.93 | Not recorded | 68fa6d3d1e209131cea38b6f |
| Interp | 4.68 | Not recorded | 68fa69721e209131cea22209 |
| LERP Interpolation | 4.84 | Not recorded | 68fa6d3d1e209131cea38b6f |
| Zero-Vel | 5.12 | Not recorded | 68fa69721e209131cea22209 |
| Zero Velocity | 5.15 | Not recorded | 68fa6d3d1e209131cea38b6f |
| Zero-Vel | 6.73 | Not recorded | 68fa69721e209131cea22209 |
| Zero Velocity | 6.89 | Not recorded | 68fa6d3d1e209131cea38b6f |

### Δ-Interpolator (ours)

L2P: 0.6. Result ID: 698f853e3a6c314849f9a8cd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d3d1e209131cea38b6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d3d1e209131cea38b6f.md>)

[Implementation](<https://github.com/boreshkinai/delta-interpolator>)

Recorded evaluation configuration: {"Length":"5"}. This record does not assert independent reproduction.

### Δ-Interpolator (ours)

L2P: 0.74. Result ID: 698f853e3a6c314849f9a8ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d3d1e209131cea38b6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d3d1e209131cea38b6f.md>)

[Implementation](<https://github.com/boreshkinai/delta-interpolator>)

Recorded evaluation configuration: {"Length":"15"}. This record does not assert independent reproduction.

### Single-Shot Motion Completion with Transformer

L2P: 0.84. Result ID: 698daa398b517eb43322f9f0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69721e209131cea22209.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69721e209131cea22209.md>)

[Implementation](<https://github.com/FuxiCV/SSMCT>)

Recorded evaluation configuration: {"Length":"5"}. This record does not assert independent reproduction.

### SSMCT

L2P: 0.84. Result ID: 698f853e3a6c314849f9a8c7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d3d1e209131cea38b6f.md>)

Recorded evaluation configuration: {"Length":"5"}. This record does not assert independent reproduction.

### Δ-Interpolator (w/o Δ-mode)

L2P: 0.93. Result ID: 698f853e3a6c314849f9a8ca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d3d1e209131cea38b6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d3d1e209131cea38b6f.md>)

[Implementation](<https://github.com/boreshkinai/delta-interpolator>)

Recorded evaluation configuration: {"Length":"5"}. This record does not assert independent reproduction.

### Interp

L2P: 0.94. Result ID: 698daa398b517eb43322f9ed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69721e209131cea22209.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69371e209131cea20e4e.md>)

[Implementation](<https://github.com/ubisoftinc/Ubisoft-LaForge-Animation-Dataset>)

Recorded evaluation configuration: {"Length":"5"}. This record does not assert independent reproduction.

### LERP Interpolation

L2P: 0.94. Result ID: 698f853e3a6c314849f9a8c1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d3d1e209131cea38b6f.md>)

Recorded evaluation configuration: {"Length":"5"}. This record does not assert independent reproduction.

### Δ-Interpolator (ours)

L2P: 1.01. Result ID: 698f853e3a6c314849f9a8cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d3d1e209131cea38b6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d3d1e209131cea38b6f.md>)

[Implementation](<https://github.com/boreshkinai/delta-interpolator>)

Recorded evaluation configuration: {"Length":"30"}. This record does not assert independent reproduction.

### Δ-Interpolator (w/o Δ-mode)

L2P: 1.02. Result ID: 698f853e3a6c314849f9a8cb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d3d1e209131cea38b6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d3d1e209131cea38b6f.md>)

[Implementation](<https://github.com/boreshkinai/delta-interpolator>)

Recorded evaluation configuration: {"Length":"15"}. This record does not assert independent reproduction.

### Δ-Interpolator (w/o Δ-mode)

L2P: 1.13. Result ID: 698f853e3a6c314849f9a8cc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d3d1e209131cea38b6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d3d1e209131cea38b6f.md>)

[Implementation](<https://github.com/boreshkinai/delta-interpolator>)

Recorded evaluation configuration: {"Length":"30"}. This record does not assert independent reproduction.

### Single-Shot Motion Completion with Transformer

L2P: 1.46. Result ID: 698daa398b517eb43322f9f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69721e209131cea22209.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69721e209131cea22209.md>)

[Implementation](<https://github.com/FuxiCV/SSMCT>)

Recorded evaluation configuration: {"Length":"15"}. This record does not assert independent reproduction.

### SSMCT

L2P: 1.46. Result ID: 698f853e3a6c314849f9a8c8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d3d1e209131cea38b6f.md>)

Recorded evaluation configuration: {"Length":"15"}. This record does not assert independent reproduction.

### Single-Shot Motion Completion with Transformer

L2P: 1.64. Result ID: 698daa398b517eb43322f9f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69721e209131cea22209.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69721e209131cea22209.md>)

[Implementation](<https://github.com/FuxiCV/SSMCT>)

Recorded evaluation configuration: {"Length":"30"}. This record does not assert independent reproduction.

### SSMCT

L2P: 1.64. Result ID: 698f853e3a6c314849f9a8c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d3d1e209131cea38b6f.md>)

Recorded evaluation configuration: {"Length":"30"}. This record does not assert independent reproduction.

### Zero-Vel

L2P: 2.34. Result ID: 698daa398b517eb43322f9ea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69721e209131cea22209.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69371e209131cea20e4e.md>)

[Implementation](<https://github.com/ubisoftinc/Ubisoft-LaForge-Animation-Dataset>)

Recorded evaluation configuration: {"Length":"5"}. This record does not assert independent reproduction.

### Zero Velocity

L2P: 2.44. Result ID: 698f853e3a6c314849f9a8be.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d3d1e209131cea38b6f.md>)

Recorded evaluation configuration: {"Length":"5"}. This record does not assert independent reproduction.

### LERP Interpolation

L2P: 3.06. Result ID: 698f853e3a6c314849f9a8c2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d3d1e209131cea38b6f.md>)

Recorded evaluation configuration: {"Length":"15"}. This record does not assert independent reproduction.

### Interp

L2P: 3.24. Result ID: 698daa398b517eb43322f9ee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69721e209131cea22209.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69371e209131cea20e4e.md>)

[Implementation](<https://github.com/ubisoftinc/Ubisoft-LaForge-Animation-Dataset>)

Recorded evaluation configuration: {"Length":"15"}. This record does not assert independent reproduction.

### Autoencoder

L2P: 3.57. Result ID: 698f853e3a6c314849f9a8c4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d3d1e209131cea38b6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b471e209131cea2d3d7.md>)

Recorded evaluation configuration: {"Length":"5"}. This record does not assert independent reproduction.

### Autoencoder

L2P: 3.69. Result ID: 698f853e3a6c314849f9a8c5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d3d1e209131cea38b6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b471e209131cea2d3d7.md>)

Recorded evaluation configuration: {"Length":"15"}. This record does not assert independent reproduction.

### Autoencoder

L2P: 3.93. Result ID: 698f853e3a6c314849f9a8c6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d3d1e209131cea38b6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b471e209131cea2d3d7.md>)

Recorded evaluation configuration: {"Length":"30"}. This record does not assert independent reproduction.

### Interp

L2P: 4.68. Result ID: 698daa398b517eb43322f9ef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69721e209131cea22209.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69371e209131cea20e4e.md>)

[Implementation](<https://github.com/ubisoftinc/Ubisoft-LaForge-Animation-Dataset>)

Recorded evaluation configuration: {"Length":"30"}. This record does not assert independent reproduction.

### LERP Interpolation

L2P: 4.84. Result ID: 698f853e3a6c314849f9a8c3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d3d1e209131cea38b6f.md>)

Recorded evaluation configuration: {"Length":"30"}. This record does not assert independent reproduction.

### Zero-Vel

L2P: 5.12. Result ID: 698daa398b517eb43322f9eb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69721e209131cea22209.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69371e209131cea20e4e.md>)

[Implementation](<https://github.com/ubisoftinc/Ubisoft-LaForge-Animation-Dataset>)

Recorded evaluation configuration: {"Length":"15"}. This record does not assert independent reproduction.

### Zero Velocity

L2P: 5.15. Result ID: 698f853e3a6c314849f9a8bf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d3d1e209131cea38b6f.md>)

Recorded evaluation configuration: {"Length":"15"}. This record does not assert independent reproduction.

### Zero-Vel

L2P: 6.73. Result ID: 698daa398b517eb43322f9ec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69721e209131cea22209.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69371e209131cea20e4e.md>)

[Implementation](<https://github.com/ubisoftinc/Ubisoft-LaForge-Animation-Dataset>)

Recorded evaluation configuration: {"Length":"30"}. This record does not assert independent reproduction.

### Zero Velocity

L2P: 6.89. Result ID: 698f853e3a6c314849f9a8c0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d3d1e209131cea38b6f.md>)

Recorded evaluation configuration: {"Length":"30"}. This record does not assert independent reproduction.

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