# Hateful Meme Detection on FHM

Source: [Hateful Meme Detection on FHM](<https://www.sota2.com/research/sota/hateful-meme-detection-on-fhm>)

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

Data updated: 2026-02-26T05:24:35.422Z

Evaluation of model performance on the FHM dataset for Hateful Meme Detection, measured using AUC and Accuracy.

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 | Hateful Meme Detection |
| Dataset (including any stated split) | FHM |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [AUC](<https://www.sota2.com/research/sota/hateful-meme-detection-on-fhm.md?metric=AUC>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/hateful-meme-detection-on-fhm.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| Pro-CapPromptHate | 80.87 | Not recorded | 68fa705d1e209131cea4a9ed |
| ALBEF | 79.4 | Not recorded | 68fa705d1e209131cea4a9ed |
| Pro-CapBERT | 77.5 | Not recorded | 68fa705d1e209131cea4a9ed |
| BLIP | 76.8 | Not recorded | 68fa705d1e209131cea4a9ed |
| PromptHate | 76.76 | Not recorded | 68fa705d1e209131cea4a9ed |
| VILBERT CC | 73.05 | Not recorded | 68fa705d1e209131cea4a9ed |
| MMBT-Region | 72.86 | Not recorded | 68fa705d1e209131cea4a9ed |
| DisMultiHate | 69.11 | Not recorded | 68fa705d1e209131cea4a9ed |
| VisualBERT COCO | 68.71 | Not recorded | 68fa705d1e209131cea4a9ed |
| CLIP-BERT | 66.97 | Not recorded | 68fa705d1e209131cea4a9ed |
| Text BERT | 66.1 | Not recorded | 68fa705d1e209131cea4a9ed |
| Image-Region | 56.69 | Not recorded | 68fa705d1e209131cea4a9ed |

### Pro-CapPromptHate

AUC: 80.87. Result ID: 699116923a6c314849059513.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4a9ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4a9ed.md>)

[Implementation](<https://github.com/Social-AI-Studio/Pro-Cap>)

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

### ALBEF

AUC: 79.4. Result ID: 699116923a6c314849059511.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4a9ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aef1e209131cea2b2da.md>)

[Implementation](<https://github.com/salesforce/ALBEF>)

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

### Pro-CapBERT

AUC: 77.5. Result ID: 699116923a6c314849059512.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4a9ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4a9ed.md>)

[Implementation](<https://github.com/Social-AI-Studio/Pro-Cap>)

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

### BLIP

AUC: 76.8. Result ID: 699116923a6c314849059510.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4a9ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd81e209131cea30874.md>)

[Implementation](<https://github.com/salesforce/BLIP>)

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

### PromptHate

AUC: 76.76. Result ID: 699116923a6c31484905950f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4a9ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e7c1e209131cea40324.md>)

[Implementation](<https://gitlab.com/bottle_shop/safe/prompthate>)

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

### VILBERT CC

AUC: 73.05. Result ID: 699116923a6c31484905950b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4a9ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa661c1e209131cea0e5d5.md>)

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

### MMBT-Region

AUC: 72.86. Result ID: 699116923a6c31484905950c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4a9ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68b71e209131cea1db0d.md>)

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

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

### DisMultiHate

AUC: 69.11. Result ID: 699116923a6c31484905950e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4a9ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea28fc8.md>)

[Implementation](<https://gitlab.com/bottle_shop/safe/dismultihate>)

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

### VisualBERT COCO

AUC: 68.71. Result ID: 699116923a6c31484905950a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4a9ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66391e209131cea0ef1d.md>)

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

### CLIP-BERT

AUC: 66.97. Result ID: 699116923a6c31484905950d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4a9ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ad71e209131cea2ab84.md>)

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

### Text BERT

AUC: 66.1. Result ID: 699116923a6c314849059508.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4a9ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

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

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

### Image-Region

AUC: 56.69. Result ID: 699116923a6c314849059509.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4a9ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62451e209131ce9f8655.md>)

[Implementation](<https://github.com/shaoqingren/faster_rcnn>)

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

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