# Deep Image Search on DISBench Overall

Source: [Deep Image Search on DISBench Overall](<https://www.sota2.com/research/sota/deep-image-search-on-disbench-overall>)

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

Data updated: 2026-06-04T07:58:31.239Z

Evaluation of Deep Image Search performance on the DISBench Overall dataset, reporting EM and F1 scores.

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 | Deep Image Search |
| Dataset (including any stated split) | DISBench Overall |
| Metric | EM |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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

- [EM](<https://www.sota2.com/research/sota/deep-image-search-on-disbench-overall.md?metric=EM>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/deep-image-search-on-disbench-overall.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | EM | Result date | Report paper |
| --- | --- | --- | --- |
| PhotoCraft | 36.9 | Not recorded | 6a210659c10484bac23efe61 |
| PhotoCraft | 34.4 | Not recorded | 6a210659c10484bac23efe61 |
| PhotoCraft | 23.8 | Not recorded | 6a210659c10484bac23efe61 |
| PhotoCraft | 22.1 | Not recorded | 6a210659c10484bac23efe61 |
| PhotoCraft | 21.3 | Not recorded | 6a210659c10484bac23efe61 |
| PhotoCraft | 19.7 | Not recorded | 6a210659c10484bac23efe61 |
| PhotoCraft | 18 | Not recorded | 6a210659c10484bac23efe61 |
| PhotoCraft | 17.2 | Not recorded | 6a210659c10484bac23efe61 |
| PhotoCraft | 16.4 | Not recorded | 6a210659c10484bac23efe61 |
| PhotoCraft | 16.4 | Not recorded | 6a210659c10484bac23efe61 |
| PhotoCraft | 16.4 | Not recorded | 6a210659c10484bac23efe61 |
| PhotoCraft | 13.9 | Not recorded | 6a210659c10484bac23efe61 |
| PhotoCraft | 13.1 | Not recorded | 6a210659c10484bac23efe61 |
| PhotoCraft | 13.1 | Not recorded | 6a210659c10484bac23efe61 |
| PhotoCraft | 12.3 | Not recorded | 6a210659c10484bac23efe61 |
| PhotoCraft | 12.3 | Not recorded | 6a210659c10484bac23efe61 |
| PhotoCraft | 10.7 | Not recorded | 6a210659c10484bac23efe61 |
| PhotoCraft | 7.4 | Not recorded | 6a210659c10484bac23efe61 |

### PhotoCraft

EM: 36.9. Result ID: 6a213000fbc373592c1c8a54.

[Reporting paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

Recorded evaluation configuration: {"Base Model":"Claude-Opus-4.5","Embedding Model":"Qwen3-VL-Embedding-2B"}. This record does not assert independent reproduction.

### PhotoCraft

EM: 34.4. Result ID: 6a213000fbc373592c1c8a55.

[Reporting paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

Recorded evaluation configuration: {"Base Model":"Claude-Opus-4.5","Embedding Model":"Qwen3-VL-Embedding-8B"}. This record does not assert independent reproduction.

### PhotoCraft

EM: 23.8. Result ID: 6a213000fbc373592c1c8a53.

[Reporting paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

Recorded evaluation configuration: {"Base Model":"Claude-Sonnet-4.5","Embedding Model":"Qwen3-VL-Embedding-8B"}. This record does not assert independent reproduction.

### PhotoCraft

EM: 22.1. Result ID: 6a213000fbc373592c1c8a52.

[Reporting paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

Recorded evaluation configuration: {"Base Model":"Claude-Sonnet-4.5","Embedding Model":"Qwen3-VL-Embedding-2B"}. This record does not assert independent reproduction.

### PhotoCraft

EM: 21.3. Result ID: 6a213000fbc373592c1c8a5b.

[Reporting paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

Recorded evaluation configuration: {"Base Model":"Qwen3-VL-32B-Instruct","Embedding Model":"Qwen3-VL-Embedding-8B"}. This record does not assert independent reproduction.

### PhotoCraft

EM: 19.7. Result ID: 6a213000fbc373592c1c8a5a.

[Reporting paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

Recorded evaluation configuration: {"Base Model":"Qwen3-VL-32B-Instruct","Embedding Model":"Qwen3-VL-Embedding-2B"}. This record does not assert independent reproduction.

### PhotoCraft

EM: 18. Result ID: 6a213000fbc373592c1c8a4f.

[Reporting paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

Recorded evaluation configuration: {"Base Model":"GPT-5.2","Embedding Model":"Qwen3-VL-Embedding-8B"}. This record does not assert independent reproduction.

### PhotoCraft

EM: 17.2. Result ID: 6a213000fbc373592c1c8a4e.

[Reporting paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

Recorded evaluation configuration: {"Base Model":"GPT-5.2","Embedding Model":"Qwen3-VL-Embedding-2B"}. This record does not assert independent reproduction.

### PhotoCraft

EM: 16.4. Result ID: 6a213000fbc373592c1c8a58.

[Reporting paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

Recorded evaluation configuration: {"Base Model":"Qwen3-VL-235B-A22B-Instruct","Embedding Model":"Qwen3-VL-Embedding-2B"}. This record does not assert independent reproduction.

### PhotoCraft

EM: 16.4. Result ID: 6a213000fbc373592c1c8a59.

[Reporting paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

Recorded evaluation configuration: {"Base Model":"Qwen3-VL-235B-A22B-Instruct","Embedding Model":"Qwen3-VL-Embedding-8B"}. This record does not assert independent reproduction.

### PhotoCraft

EM: 16.4. Result ID: 6a213000fbc373592c1c8a5c.

[Reporting paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

Recorded evaluation configuration: {"Base Model":"GLM-4.6V","Embedding Model":"Qwen3-VL-Embedding-2B"}. This record does not assert independent reproduction.

### PhotoCraft

EM: 13.9. Result ID: 6a213000fbc373592c1c8a50.

[Reporting paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

Recorded evaluation configuration: {"Base Model":"Gemini-3-Flash-Preview","Embedding Model":"Qwen3-VL-Embedding-2B"}. This record does not assert independent reproduction.

### PhotoCraft

EM: 13.1. Result ID: 6a213000fbc373592c1c8a51.

[Reporting paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

Recorded evaluation configuration: {"Base Model":"Gemini-3-Flash-Preview","Embedding Model":"Qwen3-VL-Embedding-8B"}. This record does not assert independent reproduction.

### PhotoCraft

EM: 13.1. Result ID: 6a213000fbc373592c1c8a56.

[Reporting paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

Recorded evaluation configuration: {"Base Model":"Qwen3-VL-235B-A22B-Thinking","Embedding Model":"Qwen3-VL-Embedding-2B"}. This record does not assert independent reproduction.

### PhotoCraft

EM: 12.3. Result ID: 6a213000fbc373592c1c8a4c.

[Reporting paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

Recorded evaluation configuration: {"Base Model":"GPT-4o","Embedding Model":"Qwen3-VL-Embedding-2B"}. This record does not assert independent reproduction.

### PhotoCraft

EM: 12.3. Result ID: 6a213000fbc373592c1c8a57.

[Reporting paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

Recorded evaluation configuration: {"Base Model":"Qwen3-VL-235B-A22B-Thinking","Embedding Model":"Qwen3-VL-Embedding-8B"}. This record does not assert independent reproduction.

### PhotoCraft

EM: 10.7. Result ID: 6a213000fbc373592c1c8a5d.

[Reporting paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

Recorded evaluation configuration: {"Base Model":"GLM-4.6V","Embedding Model":"Qwen3-VL-Embedding-8B"}. This record does not assert independent reproduction.

### PhotoCraft

EM: 7.4. Result ID: 6a213000fbc373592c1c8a4d.

[Reporting paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a210659c10484bac23efe61.md>)

Recorded evaluation configuration: {"Base Model":"GPT-4o","Embedding Model":"Qwen3-VL-Embedding-8B"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
