# Affective Image Manipulation on AIM Source: [Affective Image Manipulation on AIM]() Collection index: [llms.txt]() Data updated: 2026-04-14T09:13:52.569Z Evaluation of Affective Image Manipulation performance on the AIM dataset, utilizing metrics such as CLIP-T, SC, A, PQ, SGTC, ACC, F1, DVAD, and Overall 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 | Affective Image Manipulation | | Dataset (including any stated split) | AIM | | Metric | CLIP-T | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [CLIP-T](): Higher is better; unit: SCALAR. - [SC](): Higher is better; unit: SCALAR. - [A](): Higher is better; unit: SCALAR. - [PQ](): Higher is better; unit: SCALAR. - [SGTC](): Higher is better; unit: SCALAR. - [ACC](): Higher is better; unit: PERCENT. - [F1](): Higher is better; unit: PERCENT. - [DVAD](): Higher is better; unit: SCALAR. - [Overall Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | CLIP-T | Result date | Report paper | | --- | --- | --- | --- | | Qwen-Image-Edit-2509 | 0.2216 | Not recorded | 69ddca3f7d0172140ec79c2f | | Doubao-Seedream-4.0 | 0.2211 | Not recorded | 69ddca3f7d0172140ec79c2f | | Step-1X | 0.2202 | Not recorded | 69ddca3f7d0172140ec79c2f | | Qwen-Image-Edit-2509-LoRA | 0.2201 | Not recorded | 69ddca3f7d0172140ec79c2f | | Uniworld V2 | 0.2195 | Not recorded | 69ddca3f7d0172140ec79c2f | | BAGEL | 0.2186 | Not recorded | 69ddca3f7d0172140ec79c2f | | OmniGen2 | 0.2178 | Not recorded | 69ddca3f7d0172140ec79c2f | | Flux-kontext-max | 0.2176 | Not recorded | 69ddca3f7d0172140ec79c2f | | Doubao-Seededit-3-0-i2i | 0.2175 | Not recorded | 69ddca3f7d0172140ec79c2f | | Qwen-Image-Edit-Plus | 0.2173 | Not recorded | 69ddca3f7d0172140ec79c2f | | Flux-kontext-dev | 0.2173 | Not recorded | 69ddca3f7d0172140ec79c2f | | Flux-kontext-pro | 0.2159 | Not recorded | 69ddca3f7d0172140ec79c2f | | DreamOmni2 | 0.212 | Not recorded | 69ddca3f7d0172140ec79c2f | | IP2P | 0.2079 | Not recorded | 69ddca3f7d0172140ec79c2f | ### Qwen-Image-Edit-2509 CLIP-T: 0.2216. Result ID: 69de054c47f34ce924c5adb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Organization":"Alibaba","Model Category":"Open-source Models"}. This record does not assert independent reproduction. ### Doubao-Seedream-4.0 CLIP-T: 0.2211. Result ID: 69de054c47f34ce924c5adac. [Reporting paper]() Recorded evaluation configuration: {"Organization":"ByteDance","Model Category":"Commercial proprietary models"}. This record does not assert independent reproduction. ### Step-1X CLIP-T: 0.2202. Result ID: 69de054c47f34ce924c5adb3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Organization":"StepFun","Model Category":"Open-source Models"}. This record does not assert independent reproduction. ### Qwen-Image-Edit-2509-LoRA CLIP-T: 0.2201. Result ID: 69de054c47f34ce924c5adb9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Organization":null,"Model Category":"Open-source Models"}. This record does not assert independent reproduction. ### Uniworld V2 CLIP-T: 0.2195. Result ID: 69de054c47f34ce924c5adb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Organization":"PKU","Model Category":"Open-source Models"}. This record does not assert independent reproduction. ### BAGEL CLIP-T: 0.2186. Result ID: 69de054c47f34ce924c5adb5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Organization":"ByteDance","Model Category":"Open-source Models"}. This record does not assert independent reproduction. ### OmniGen2 CLIP-T: 0.2178. Result ID: 69de054c47f34ce924c5adb6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Organization":"BAAI","Model Category":"Open-source Models"}. This record does not assert independent reproduction. ### Flux-kontext-max CLIP-T: 0.2176. Result ID: 69de054c47f34ce924c5adae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Organization":"Black Forest Labs","Model Category":"Commercial proprietary models"}. This record does not assert independent reproduction. ### Doubao-Seededit-3-0-i2i CLIP-T: 0.2175. Result ID: 69de054c47f34ce924c5adaf. [Reporting paper]() Recorded evaluation configuration: {"Organization":"ByteDance","Model Category":"Commercial proprietary models"}. This record does not assert independent reproduction. ### Qwen-Image-Edit-Plus CLIP-T: 0.2173. Result ID: 69de054c47f34ce924c5adad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Organization":"Alibaba","Model Category":"Commercial proprietary models"}. This record does not assert independent reproduction. ### Flux-kontext-dev CLIP-T: 0.2173. Result ID: 69de054c47f34ce924c5adb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Organization":"Black Forest Labs","Model Category":"Open-source Models"}. This record does not assert independent reproduction. ### Flux-kontext-pro CLIP-T: 0.2159. Result ID: 69de054c47f34ce924c5adb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Organization":"Black Forest Labs","Model Category":"Commercial proprietary models"}. This record does not assert independent reproduction. ### DreamOmni2 CLIP-T: 0.212. Result ID: 69de054c47f34ce924c5adb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Organization":"CUHK","Model Category":"Open-source Models"}. This record does not assert independent reproduction. ### IP2P CLIP-T: 0.2079. Result ID: 69de054c47f34ce924c5adb7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Organization":"UCB","Model Category":"Open-source Models"}. 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