# Photographer-side guidance on CaptureGuide-Bench photographer-side guidance Source: [Photographer-side guidance on CaptureGuide-Bench photographer-side guidance]() Collection index: [llms.txt]() Data updated: 2026-06-25T08:38:48.060Z Evaluation of model performance on photographer-side guidance tasks using the CaptureGuide-Bench dataset, measured by IoU%, BDE, R%, RSR%, KSR%, and MLLM-Score. 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 | Photographer-side guidance | | Dataset (including any stated split) | CaptureGuide-Bench photographer-side guidance | | Metric | IoU | | 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 - [IoU](): Higher is better; unit: PERCENT. - [BDE](): Lower is better; unit: SCALAR. - [R (%)](): Higher is better; unit: PERCENT. - [RSR (%)](): Higher is better; unit: PERCENT. - [KSR (%)](): Higher is better; unit: PERCENT. - [MLLM Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | IoU | Result date | Report paper | | --- | --- | --- | --- | | ShutterMuse | 74.3 | Not recorded | 6a3cb624206542251d7ca624 | | InstructCrop | 69.53 | Not recorded | 6a3cb624206542251d7ca624 | | Venus | 69.43 | Not recorded | 6a3cb624206542251d7ca624 | | CACNet | 68.29 | Not recorded | 6a3cb624206542251d7ca624 | | Gemini-3.5-Flash | 66.95 | Not recorded | 6a3cb624206542251d7ca624 | | Gemini-3.1-Pro | 65.63 | Not recorded | 6a3cb624206542251d7ca624 | | Kimi-K2.6 | 65.44 | Not recorded | 6a3cb624206542251d7ca624 | | GPT-5.5 | 65.44 | Not recorded | 6a3cb624206542251d7ca624 | | GPT-5.4 | 64.72 | Not recorded | 6a3cb624206542251d7ca624 | | Gemini-3.0-Flash | 64.1 | Not recorded | 6a3cb624206542251d7ca624 | | Qwen3-VL-32B-Instruct | 63.8 | Not recorded | 6a3cb624206542251d7ca624 | | Gemini-3.0-Pro | 63.62 | Not recorded | 6a3cb624206542251d7ca624 | | UNIC | 62.46 | Not recorded | 6a3cb624206542251d7ca624 | | Qwen3.5-9B | 61.94 | Not recorded | 6a3cb624206542251d7ca624 | | Qwen3-VL-235B-A22B-Instruct | 61.84 | Not recorded | 6a3cb624206542251d7ca624 | | Qwen3-VL-8B-Instruct | 55.18 | Not recorded | 6a3cb624206542251d7ca624 | | Qwen3.6-27B | 53.93 | Not recorded | 6a3cb624206542251d7ca624 | | InternVL3.5-8B | 42.86 | Not recorded | 6a3cb624206542251d7ca624 | ### ShutterMuse IoU: 74.3. Result ID: 6a3ce905fbc373592c528473. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Ours"}. This record does not assert independent reproduction. ### InstructCrop IoU: 69.53. Result ID: 6a3ce905fbc373592c528471. [Reporting paper]() Recorded evaluation configuration: {"Category":"Specialized Aesthetic Cropping Models"}. This record does not assert independent reproduction. ### Venus IoU: 69.43. Result ID: 6a3ce905fbc373592c528472. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Specialized Aesthetic Cropping Models"}. This record does not assert independent reproduction. ### CACNet IoU: 68.29. Result ID: 6a3ce905fbc373592c52846f. [Reporting paper]() Recorded evaluation configuration: {"Category":"Specialized Aesthetic Cropping Models"}. This record does not assert independent reproduction. ### Gemini-3.5-Flash IoU: 66.95. Result ID: 6a3ce905fbc373592c52846c. [Reporting paper]() Recorded evaluation configuration: {"Category":"Proprietary General MLLMs"}. This record does not assert independent reproduction. ### Gemini-3.1-Pro IoU: 65.63. Result ID: 6a3ce905fbc373592c52846b. [Reporting paper]() Recorded evaluation configuration: {"Category":"Proprietary General MLLMs"}. This record does not assert independent reproduction. ### Kimi-K2.6 IoU: 65.44. Result ID: 6a3ce905fbc373592c528463. [Reporting paper]() Recorded evaluation configuration: {"Category":"Open-source General MLLMs"}. This record does not assert independent reproduction. ### GPT-5.5 IoU: 65.44. Result ID: 6a3ce905fbc373592c52846e. [Reporting paper]() Recorded evaluation configuration: {"Category":"Proprietary General MLLMs"}. This record does not assert independent reproduction. ### GPT-5.4 IoU: 64.72. Result ID: 6a3ce905fbc373592c52846d. [Reporting paper]() Recorded evaluation configuration: {"Category":"Proprietary General MLLMs"}. This record does not assert independent reproduction. ### Gemini-3.0-Flash IoU: 64.1. Result ID: 6a3ce905fbc373592c528469. [Reporting paper]() Recorded evaluation configuration: {"Category":"Proprietary General MLLMs"}. This record does not assert independent reproduction. ### Qwen3-VL-32B-Instruct IoU: 63.8. Result ID: 6a3ce905fbc373592c528465. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Open-source General MLLMs"}. This record does not assert independent reproduction. ### Gemini-3.0-Pro IoU: 63.62. Result ID: 6a3ce905fbc373592c52846a. [Reporting paper]() Recorded evaluation configuration: {"Category":"Proprietary General MLLMs"}. This record does not assert independent reproduction. ### UNIC IoU: 62.46. Result ID: 6a3ce905fbc373592c528470. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Specialized Aesthetic Cropping Models"}. This record does not assert independent reproduction. ### Qwen3.5-9B IoU: 61.94. Result ID: 6a3ce905fbc373592c528467. [Reporting paper]() Recorded evaluation configuration: {"Category":"Open-source General MLLMs"}. This record does not assert independent reproduction. ### Qwen3-VL-235B-A22B-Instruct IoU: 61.84. Result ID: 6a3ce905fbc373592c528466. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Open-source General MLLMs"}. This record does not assert independent reproduction. ### Qwen3-VL-8B-Instruct IoU: 55.18. Result ID: 6a3ce905fbc373592c528464. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Open-source General MLLMs"}. This record does not assert independent reproduction. ### Qwen3.6-27B IoU: 53.93. Result ID: 6a3ce905fbc373592c528468. [Reporting paper]() Recorded evaluation configuration: {"Category":"Open-source General MLLMs"}. This record does not assert independent reproduction. ### InternVL3.5-8B IoU: 42.86. Result ID: 6a3ce905fbc373592c528462. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Open-source General MLLMs"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.