# Bottommost object color inference (BC) on CLEVR

Source: [Bottommost object color inference (BC) on CLEVR](<https://www.sota2.com/research/sota/bottommost-object-color-inference-bc-on-clevr>)

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

Data updated: 2026-02-26T05:36:38.029Z

Evaluation of model performance on the specific visual reasoning task of inferring the color of the bottommost object within 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 | Bottommost object color inference (BC) |
| Dataset (including any stated split) | CLEVR |
| Metric | BC 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

- [BC Accuracy](<https://www.sota2.com/research/sota/bottommost-object-color-inference-bc-on-clevr.md?metric=BC%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | BC Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| LBS (CE) | 84.09 | Not recorded | 68fa6f161e209131cea43d0f |
| LBS | 83 | Not recorded | 68fa6f161e209131cea43d0f |
| CE | 76.02 | Not recorded | 68fa6f161e209131cea43d0f |
| E(2)-CNN | 73.51 | Not recorded | 68fa6f161e209131cea43d0f |
| DefGrid | 73.38 | Not recorded | 68fa6f161e209131cea43d0f |
| SupCon | 66.04 | Not recorded | 68fa6f161e209131cea43d0f |
| SimCLR | 63.77 | Not recorded | 68fa6f161e209131cea43d0f |
| HoG | 58.69 | Not recorded | 68fa6f161e209131cea43d0f |
| E(2)-CNN | 55.52 | Not recorded | 68fa6f161e209131cea43d0f |
| CLIP | 54.98 | Not recorded | 68fa6f161e209131cea43d0f |
| GeoSSL | 21.61 | Not recorded | 68fa6f161e209131cea43d0f |
| B-TCVAE | 20.04 | Not recorded | 68fa6f161e209131cea43d0f |
| LtD-diff | 15.84 | Not recorded | 68fa6f161e209131cea43d0f |

### LBS (CE)

BC Accuracy: 84.09. Result ID: 6990a6e43a6c314849022908.

[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

BC Accuracy: 83. Result ID: 6990a6e43a6c31484902290e.

[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

BC Accuracy: 76.02. Result ID: 6990a6e43a6c314849022904.

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

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

### E(2)-CNN

BC Accuracy: 73.51. Result ID: 6990a6e43a6c314849022907.

[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.

### DefGrid

BC Accuracy: 73.38. Result ID: 6990a6e43a6c31484902290d.

[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.

### SupCon

BC Accuracy: 66.04. Result ID: 6990a6e43a6c314849022905.

[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.

### SimCLR

BC Accuracy: 63.77. Result ID: 6990a6e43a6c314849022909.

[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.

### HoG

BC Accuracy: 58.69. Result ID: 6990a6e43a6c314849022910.

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

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

### E(2)-CNN

BC Accuracy: 55.52. Result ID: 6990a6e43a6c31484902290a.

[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.

### CLIP

BC Accuracy: 54.98. Result ID: 6990a6e43a6c31484902290f.

[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

BC Accuracy: 21.61. Result ID: 6990a6e43a6c31484902290c.

[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

BC Accuracy: 20.04. Result ID: 6990a6e43a6c31484902290b.

[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

BC Accuracy: 15.84. Result ID: 6990a6e43a6c314849022906.

[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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