Categories Companies Research

Loading the SOTA2 catalog…

Explore

Categories Companies Research

Contribute

Join SOTA2 Contact

SOTA2

© 2026 SOTA2

Build in Bellevue, USA

WizWand is now SOTA2 Research

Papers Benchmarks Datasets Tasks

Multimodal Classification research benchmarks – Page 4 · SOTA2 Research

Multimodal Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Conflict-NYUD 50% (test)

53.35Recall

8

Mar 30, 2026

NYUD 0% conflict (test)

52.86Recall

8

Mar 30, 2026

AV-MNIST 100% conflict (test)

99.61Recall

8

Mar 30, 2026

Conflict-AV-MNIST 75% conflict (test)

0.995Recall

8

Mar 30, 2026

Conflict-AV-MNIST 50% (test)

99.45Recall

8

Mar 30, 2026

Conflict-AV-MNIST 0% (test)

99.22Recall

8

Mar 30, 2026

55.59Precision (0%)

8

Mar 30, 2026

Conflict-AV-MNIST

99.25Precision (0% Conflict)

8

Mar 30, 2026

Conflict-NYUD 100% conflict

58.53F1 Score

8

Mar 30, 2026

NYUD 75% conflict

55.46F1-Score

8

Mar 30, 2026

Conflict-NYUD 50%

53.27F1 Score

8

Mar 30, 2026

Conflict-NYUD 0% conflict

53.5F1 Score

8

Mar 30, 2026

Conflict-AV-MNIST 100% conflict

99.6F1-Score

8

Mar 30, 2026

Conflict-AV-MNIST 75% conflict

99.52F1 Score

8

Mar 30, 2026

Conflict-AV-MNIST 50% conflict

99.45F1-Score

8

Mar 30, 2026

Conflict-AV-MNIST 0% conflict

99.22F1 Score

8

Mar 30, 2026

0.028ECE

8

Feb 26, 2026

77.9Accuracy

8

Feb 26, 2026

Handwritten (test)

99.5Accuracy

8

Feb 26, 2026

FOOD-101 Hard (test)

93.4Accuracy

7

Feb 26, 2026

MM-IMDB-Hard (test)

68.2Macro F1

7

Feb 26, 2026

80.4Accuracy

6

Jun 30, 2026

84.2Accuracy

6

Jun 30, 2026

62.12Accuracy (Clean)

6

May 6, 2026

Multimodal MNIST

Ours (full model)

93.2Accuracy

6

Mar 12, 2026

Page 4 of 5

Popular datasets

NYUD Conflict-AV-MNIST CelebA DVM CrisisMMD

Follow for updates

Join SOTA2 Contact