# Leftmost object color inference (LC) on CLEVR

Source: [Leftmost object color inference (LC) on CLEVR](<https://www.sota2.com/research/sota/leftmost-object-color-inference-lc-on-clevr>)

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

Data updated: 2026-02-26T05:28:51.270Z

Evaluation of the model's ability to perform Leftmost object color inference (LC) on the CLEVR dataset.

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 | Leftmost object color inference (LC) |
| Dataset (including any stated split) | CLEVR |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/leftmost-object-color-inference-lc-on-clevr.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| LBS (CE) | 81.79 | Not recorded | 68fa6f161e209131cea43d0f |
| LBS | 80.47 | Not recorded | 68fa6f161e209131cea43d0f |
| CE | 76.72 | Not recorded | 68fa6f161e209131cea43d0f |
| DefGrid | 73.96 | Not recorded | 68fa6f161e209131cea43d0f |
| E(2)-CNN | 70.1 | Not recorded | 68fa6f161e209131cea43d0f |
| SimCLR | 63.89 | Not recorded | 68fa6f161e209131cea43d0f |
| SupCon | 63.82 | Not recorded | 68fa6f161e209131cea43d0f |
| E(2)-CNN | 54.6 | Not recorded | 68fa6f161e209131cea43d0f |
| HoG | 49.69 | Not recorded | 68fa6f161e209131cea43d0f |
| CLIP | 39.1 | Not recorded | 68fa6f161e209131cea43d0f |
| GeoSSL | 20.54 | Not recorded | 68fa6f161e209131cea43d0f |
| B-TCVAE | 17.5 | Not recorded | 68fa6f161e209131cea43d0f |
| LtD-diff | 14.01 | Not recorded | 68fa6f161e209131cea43d0f |

### LBS (CE)

Accuracy: 81.79. Result ID: 6990a6e43a6c3148490228fb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d0f.md>)

Recorded evaluation configuration: {"Label setting":"Labeled"}. This record does not assert independent reproduction.

### LBS

Accuracy: 80.47. Result ID: 6990a6e43a6c314849022901.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d0f.md>)

Recorded evaluation configuration: {"Label setting":"Unlabeled"}. This record does not assert independent reproduction.

### CE

Accuracy: 76.72. Result ID: 6990a6e43a6c3148490228f7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d0f.md>)

Recorded evaluation configuration: {"Label setting":"Labeled"}. This record does not assert independent reproduction.

### DefGrid

Accuracy: 73.96. Result ID: 6990a6e43a6c314849022900.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ef41e209131cea432a8.md>)

Recorded evaluation configuration: {"Label setting":"Unlabeled"}. This record does not assert independent reproduction.

### E(2)-CNN

Accuracy: 70.1. Result ID: 6990a6e43a6c3148490228fa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23410.md>)

[Implementation](<https://github.com/QUVA-Lab/e2cnn>)

Recorded evaluation configuration: {"Label setting":"Labeled"}. This record does not assert independent reproduction.

### SimCLR

Accuracy: 63.89. Result ID: 6990a6e43a6c3148490228fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d71e209131cea18de5.md>)

[Implementation](<https://github.com/google-research/simclr>)

Recorded evaluation configuration: {"Label setting":"Unlabeled"}. This record does not assert independent reproduction.

### SupCon

Accuracy: 63.82. Result ID: 6990a6e43a6c3148490228f8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa697f1e209131cea22756.md>)

Recorded evaluation configuration: {"Label setting":"Labeled"}. This record does not assert independent reproduction.

### E(2)-CNN

Accuracy: 54.6. Result ID: 6990a6e43a6c3148490228fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23410.md>)

[Implementation](<https://github.com/QUVA-Lab/e2cnn>)

Recorded evaluation configuration: {"Label setting":"Unlabeled"}. This record does not assert independent reproduction.

### HoG

Accuracy: 49.69. Result ID: 6990a6e43a6c314849022903.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d0f.md>)

Recorded evaluation configuration: {"Backbone":"HoG"}. This record does not assert independent reproduction.

### CLIP

Accuracy: 39.1. Result ID: 6990a6e43a6c314849022902.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Backbone":"CLIP"}. This record does not assert independent reproduction.

### GeoSSL

Accuracy: 20.54. Result ID: 6990a6e43a6c3148490228ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa642d1e209131cea0328c.md>)

Recorded evaluation configuration: {"Label setting":"Unlabeled"}. This record does not assert independent reproduction.

### B-TCVAE

Accuracy: 17.5. Result ID: 6990a6e43a6c3148490228fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a91e209131cea0bb81.md>)

Recorded evaluation configuration: {"Label setting":"Unlabeled"}. This record does not assert independent reproduction.

### LtD-diff

Accuracy: 14.01. Result ID: 6990a6e43a6c3148490228f9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b351e209131cea2ce92.md>)

[Implementation](<https://github.com/Ddaniela13/LearningToDraw>)

Recorded evaluation configuration: {"Label setting":"Labeled"}. This record does not assert independent reproduction.

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