# Ingredient Prediction on Recipe1M (test)

Source: [Ingredient Prediction on Recipe1M (test)](<https://www.sota2.com/research/sota/ingredient-prediction-on-recipe1m-test>)

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

Data updated: 2026-02-26T05:47:18.820Z

Evaluation of models performing ingredient prediction using the test split of the Recipe1M dataset. Performance is measured using IoU and F1 scores.

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 | Ingredient Prediction |
| Dataset (including any stated split) | Recipe1M (test) |
| Metric | IoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [IoU](<https://www.sota2.com/research/sota/ingredient-prediction-on-recipe1m-test.md?metric=IoU>): Higher is better; unit: PERCENT.

- [F1](<https://www.sota2.com/research/sota/ingredient-prediction-on-recipe1m-test.md?metric=F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | IoU | Result date | Report paper |
| --- | --- | --- | --- |
| TFset | 0.3211 | Not recorded | 68fa65de1e209131cea0cf6a |
| FFTD | 0.2982 | Not recorded | 68fa65de1e209131cea0cf6a |
| RI2LR | 0.1985 | Not recorded | 68fa65de1e209131cea0cf6a |
| RI2L | 0.1892 | Not recorded | 68fa65de1e209131cea0cf6a |

### TFset

IoU: 0.3211. Result ID: 698cced68b517eb4331ce2fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65de1e209131cea0cf6a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65de1e209131cea0cf6a.md>)

[Implementation](<https://github.com/facebookresearch/inversecooking>)

Recorded evaluation configuration: {"Architecture":"Set Transformer"}. This record does not assert independent reproduction.

### FFTD

IoU: 0.2982. Result ID: 698cced68b517eb4331ce2fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65de1e209131cea0cf6a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65de1e209131cea0cf6a.md>)

[Implementation](<https://github.com/facebookresearch/inversecooking>)

Recorded evaluation configuration: {"Architecture":"Feed-forward Transformer"}. This record does not assert independent reproduction.

### RI2LR

IoU: 0.1985. Result ID: 698cced68b517eb4331ce2fb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65de1e209131cea0cf6a.md>)

Recorded evaluation configuration: {"Joint embeddings":"images and recipes (title, ingredients and instructions)"}. This record does not assert independent reproduction.

### RI2L

IoU: 0.1892. Result ID: 698cced68b517eb4331ce2fa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65de1e209131cea0cf6a.md>)

Recorded evaluation configuration: {"Joint embeddings":"images and ingredients list"}. This record does not assert independent reproduction.

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