# element-level text-to-image alignment evaluation on GenAI-Bench

Source: [element-level text-to-image alignment evaluation on GenAI-Bench](<https://www.sota2.com/research/sota/element-level-text-to-image-alignment-evaluation-on-genai-bench>)

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

Data updated: 2026-02-26T06:03:14.102Z

Evaluation of element-level alignment between text prompts and generated images using the GenAI-Bench dataset, measured by correlation (SRCC, PLCC) and accuracy metrics.

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 | element-level text-to-image alignment evaluation |
| Dataset (including any stated split) | GenAI-Bench |
| Metric | SRCC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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

- [SRCC](<https://www.sota2.com/research/sota/element-level-text-to-image-alignment-evaluation-on-genai-bench.md?metric=SRCC>): Higher is better; unit: SCALAR.

- [PLCC](<https://www.sota2.com/research/sota/element-level-text-to-image-alignment-evaluation-on-genai-bench.md?metric=PLCC>): Higher is better; unit: SCALAR.

- [Acc](<https://www.sota2.com/research/sota/element-level-text-to-image-alignment-evaluation-on-genai-bench.md?metric=Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | SRCC | Result date | Report paper |
| --- | --- | --- | --- |
| REVEALER | 0.749 | Not recorded | 69535c9253fdd5c36173da22 |
| REVEALER | 0.734 | Not recorded | 69535c9253fdd5c36173da22 |
| REVEALER | 0.723 | Not recorded | 69535c9253fdd5c36173da22 |
| TIFA | 0.711 | Not recorded | 69535c9253fdd5c36173da22 |
| VQAScore | 0.708 | Not recorded | 69535c9253fdd5c36173da22 |
| VQ2 | 0.704 | Not recorded | 69535c9253fdd5c36173da22 |
| VQ2 | 0.702 | Not recorded | 69535c9253fdd5c36173da22 |
| REVEALER | 0.696 | Not recorded | 69535c9253fdd5c36173da22 |
| TIFA | 0.692 | Not recorded | 69535c9253fdd5c36173da22 |
| VIEScore | 0.692 | Not recorded | 69535c9253fdd5c36173da22 |
| SFT | 0.678 | Not recorded | 69535c9253fdd5c36173da22 |
| SFT | 0.671 | Not recorded | 69535c9253fdd5c36173da22 |
| REVEALER | 0.668 | Not recorded | 69535c9253fdd5c36173da22 |
| FGA-BLIP2 | 0.653 | Not recorded | 69535c9253fdd5c36173da22 |
| SFT | 0.629 | Not recorded | 69535c9253fdd5c36173da22 |
| TIFA | 0.607 | Not recorded | 69535c9253fdd5c36173da22 |
| VQ2 | 0.349 | Not recorded | 69535c9253fdd5c36173da22 |

### REVEALER

SRCC: 0.749. Result ID: 699802865698665ec45c0693.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9253fdd5c36173da22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c9253fdd5c36173da22.md>)

Recorded evaluation configuration: {"Model":"Qwen3-VL-8B-Instruct"}. This record does not assert independent reproduction.

### REVEALER

SRCC: 0.734. Result ID: 699802865698665ec45c0691.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9253fdd5c36173da22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c9253fdd5c36173da22.md>)

Recorded evaluation configuration: {"Model":"InternVL3-8B-hf"}. This record does not assert independent reproduction.

### REVEALER

SRCC: 0.723. Result ID: 699802865698665ec45c068f.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9253fdd5c36173da22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c9253fdd5c36173da22.md>)

Recorded evaluation configuration: {"Model":"DINO, Gemini2.5-pro"}. This record does not assert independent reproduction.

### TIFA

SRCC: 0.711. Result ID: 699802865698665ec45c0683.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9253fdd5c36173da22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70541e209131cea4a480.md>)

Recorded evaluation configuration: {"Model":"Gemini2.5-pro","Paradigm":"Zero-Shot"}. This record does not assert independent reproduction.

### VQAScore

SRCC: 0.708. Result ID: 699802865698665ec45c0689.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9253fdd5c36173da22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73a81e209131cea5dbb3.md>)

Recorded evaluation configuration: {"Model":"CLIP-FlanT5-XXL","Paradigm":"Zero-Shot"}. This record does not assert independent reproduction.

### VQ2

SRCC: 0.704. Result ID: 699802865698665ec45c0687.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9253fdd5c36173da22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71aa1e209131cea526c9.md>)

[Implementation](<https://www.sota2.com/Data%20and%20code%20are%20attached%20to%20this%20submission.>)

Recorded evaluation configuration: {"Model":"Qwen2.5-VL-72B","Paradigm":"Zero-Shot"}. This record does not assert independent reproduction.

### VQ2

SRCC: 0.702. Result ID: 699802865698665ec45c0686.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9253fdd5c36173da22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71aa1e209131cea526c9.md>)

[Implementation](<https://www.sota2.com/Data%20and%20code%20are%20attached%20to%20this%20submission.>)

Recorded evaluation configuration: {"Model":"GPT-4o","Paradigm":"Zero-Shot"}. This record does not assert independent reproduction.

### REVEALER

SRCC: 0.696. Result ID: 699802865698665ec45c0692.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9253fdd5c36173da22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c9253fdd5c36173da22.md>)

Recorded evaluation configuration: {"Model":"Qwen3-VL-4B-Instruct"}. This record does not assert independent reproduction.

### TIFA

SRCC: 0.692. Result ID: 699802865698665ec45c0684.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9253fdd5c36173da22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70541e209131cea4a480.md>)

Recorded evaluation configuration: {"Model":"Qwen2.5-VL-72B","Paradigm":"Zero-Shot"}. This record does not assert independent reproduction.

### VIEScore

SRCC: 0.692. Result ID: 699802865698665ec45c068a.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9253fdd5c36173da22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73651e209131cea5c307.md>)

Recorded evaluation configuration: {"Model":"GPT-4o","Paradigm":"Zero-Shot"}. This record does not assert independent reproduction.

### SFT

SRCC: 0.678. Result ID: 699802865698665ec45c068d.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9253fdd5c36173da22.md>)

Recorded evaluation configuration: {"Model":"InternVL3-8B-hf","Paradigm":"Supervised Fine-Tuning"}. This record does not assert independent reproduction.

### SFT

SRCC: 0.671. Result ID: 699802865698665ec45c068c.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9253fdd5c36173da22.md>)

Recorded evaluation configuration: {"Model":"Qwen3-VL-8B-Instruct","Paradigm":"Supervised Fine-Tuning"}. This record does not assert independent reproduction.

### REVEALER

SRCC: 0.668. Result ID: 699802865698665ec45c0690.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9253fdd5c36173da22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c9253fdd5c36173da22.md>)

Recorded evaluation configuration: {"Model":"InternVL3-2B-hf"}. This record does not assert independent reproduction.

### FGA-BLIP2

SRCC: 0.653. Result ID: 699802865698665ec45c068b.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9253fdd5c36173da22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76591e209131cea6c869.md>)

Recorded evaluation configuration: {"Model":"BLIP2","Paradigm":"Supervised Fine-Tuning"}. This record does not assert independent reproduction.

### SFT

SRCC: 0.629. Result ID: 699802865698665ec45c068e.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9253fdd5c36173da22.md>)

Recorded evaluation configuration: {"Model":"LLaVA-v1.6-7B-hf","Paradigm":"Supervised Fine-Tuning"}. This record does not assert independent reproduction.

### TIFA

SRCC: 0.607. Result ID: 699802865698665ec45c0685.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9253fdd5c36173da22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70541e209131cea4a480.md>)

Recorded evaluation configuration: {"Model":"mPLUG-Owl3","Paradigm":"Zero-Shot"}. This record does not assert independent reproduction.

### VQ2

SRCC: 0.349. Result ID: 699802865698665ec45c0688.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9253fdd5c36173da22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71aa1e209131cea526c9.md>)

[Implementation](<https://www.sota2.com/Data%20and%20code%20are%20attached%20to%20this%20submission.>)

Recorded evaluation configuration: {"Model":"LLaVA-v1.6-7B-hf","Paradigm":"Zero-Shot"}. This record does not assert independent reproduction.

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