therefore adopt a VLM-based evaluator (Gemini2.5-Pro) and score the expanded foreground crop for each case on five dimensions: visual quality (VQ), naturalness (Nat.), aesthetics (Aes.), finedetail fidelity (Det.), and instruction faithfulness (Faith.).
can release this part eval scripts