SenseNova-U1.5: Towards Native Unified Visual Intelligence

Benchmark Model Rank Results
image-editing-on-risebenchSenseNova-U1.5 (w/ CoT)#1RISEBench Overall Accuracy: 38.6
text-to-image-generation-on-cvtg-2kSenseNova-U1.5-8B-MoT#1Word Accuracy: 0.948NED: 0.978
text-to-image-generation-on-longtext-bench-zhSenseNova-U1.5-8B-MoT#1Accuracy: 98.9
image-editing-on-gedit-bench-enSenseNova-U1.5-8B-MoT#2Overall: 8.3
image-editing-on-imgedit-dataSenseNova-U1.5#2Overall: 4.59
text-to-image-generation-on-longtext-benchSenseNova-U1.5-8B-MoT#2Accuracy: 98.8
visual-question-answering-vqa-on-mmbench-enSenseNova-U1.5 8B-Think#4Accuracy: 90.47
text-to-image-generation-on-oneig-enSenseNova-U1.5#5OneIG Overall Score: 0.552
text-to-image-generation-on-oneig-zhSenseNova-U1.5#5OneIG Overall Score: 0.536
multi-task-language-understanding-on-mmlu-proSenseNova-U1.5 8B-Think#8Accuracy: 86.67
multi-task-language-understanding-on-c-evalSenseNova-U1.5 8B-Think#9Accuracy: 90.41
multimodal-reasoning-on-mathvistaSenseNova-U1.5 8B-Think#9Accuracy: 85.85
text-to-image-generation-on-genevalSenseNova-U1.5#12Overall: 0.92
text-to-image-generation-on-dpg-benchSenseNova-U1.5#13DPG-Bench Score: 88.11
image-generation-on-wiseSenseNova-U1.5-8B-MoT (w/o thinking)#16Overall: 0.7
multimodal-reasoning-on-mathvisionSenseNova-U1.5 8B-Think#16Accuracy: 73.55
vision-language-understanding-on-mmstarSenseNova-U1.5 8B-Think#16Accuracy: 77.53
multimodal-reasoning-on-mmmuSenseNova-U1.5 8B-Think#18Accuracy: 73.86
instruction-following-on-ifbenchSenseNova-U1.5-8B-MoT#20Accuracy: 69.0
visual-question-answering-vqa-on-realworldqaSenseNova-U1.5-8B-MoT#21Accuracy: 75.8
multi-task-language-understanding-on-mmlu-reduxSenseNova-U1.5 8B-Think#22Accuracy: 86.33
multimodal-reasoning-on-mmmu-proSenseNova-U1.5 8B-Think#26Accuracy: 66.47
optical-character-recognition-ocr-on-ocrbenchSenseNova-U1.5 8B-Think#46Score: 824.6