ResearchBenchmarksScene graph-based Image Editing on PIE-BenchFollow24.8PSNRVENUS8.73212.903517.07521.2465Jan 12, 2026Evaluation ResultsMethodMethodLinksPSNRSSIMLPIPSCLIP WholeVENUSBackbone=LEDIT++Backbone=LEDIT++2026.0124.80.8370.0724.97SGEditBackbone=SDv2.1Backbone=SDv2.12026.0122.450.790.124.19SIMSG2026.0119.480.70.420.4DiffSG2026.019.350.410.5512.45