# Few-shot regression on ShapeNet 15-shot

Source: [Few-shot regression on ShapeNet 15-shot](<https://www.sota2.com/research/sota/few-shot-regression-on-shapenet-15-shot>)

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

Data updated: 2026-02-26T05:34:55.009Z

Evaluation of few-shot regression performance on the ShapeNet 15-shot configuration, measured using angular error.

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 | Few-shot regression |
| Dataset (including any stated split) | ShapeNet 15-shot |
| Metric | Angular Error |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [Angular Error](<https://www.sota2.com/research/sota/few-shot-regression-on-shapenet-15-shot.md?metric=Angular%20Error>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Angular Error | Result date | Report paper |
| --- | --- | --- | --- |
| MetaSGD | 14.377 | Not recorded | 68fa6d9d1e209131cea3ac96 |
| MetaSGD | 15.768 | Not recorded | 68fa6d9d1e209131cea3ac96 |
| MAML | 16.1 | Not recorded | 68fa6d9d1e209131cea3ac96 |
| MAML | 22.286 | Not recorded | 68fa6d9d1e209131cea3ac96 |
| ANIL | 29.478 | Not recorded | 68fa6d9d1e209131cea3ac96 |
| ANIL | 38.202 | Not recorded | 68fa6d9d1e209131cea3ac96 |

### MetaSGD

Angular Error: 14.377. Result ID: 698fabde3a6c314849faf98c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ac96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ac96.md>)

[Implementation](<https://github.com/jihoontack/SiMT>)

Recorded evaluation configuration: {"SiMT":true}. This record does not assert independent reproduction.

### MetaSGD

Angular Error: 15.768. Result ID: 698fabde3a6c314849faf98b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ac96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ac96.md>)

[Implementation](<https://github.com/jihoontack/SiMT>)

Recorded evaluation configuration: {"SiMT":false}. This record does not assert independent reproduction.

### MAML

Angular Error: 16.1. Result ID: 698fabde3a6c314849faf988.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ac96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ac96.md>)

[Implementation](<https://github.com/jihoontack/SiMT>)

Recorded evaluation configuration: {"SiMT":true}. This record does not assert independent reproduction.

### MAML

Angular Error: 22.286. Result ID: 698fabde3a6c314849faf987.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ac96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ac96.md>)

[Implementation](<https://github.com/jihoontack/SiMT>)

Recorded evaluation configuration: {"SiMT":false}. This record does not assert independent reproduction.

### ANIL

Angular Error: 29.478. Result ID: 698fabde3a6c314849faf98a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ac96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ac96.md>)

[Implementation](<https://github.com/jihoontack/SiMT>)

Recorded evaluation configuration: {"SiMT":true}. This record does not assert independent reproduction.

### ANIL

Angular Error: 38.202. Result ID: 698fabde3a6c314849faf989.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ac96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ac96.md>)

[Implementation](<https://github.com/jihoontack/SiMT>)

Recorded evaluation configuration: {"SiMT":false}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.