ResearchBenchmarksVisual Instruction Tuning on LLaVA 1.5 Benchmark Suite (test val)Visual Instruction Tuning on LLaVA 1.5 Benchmark Suite (test val)Follow67.6Overall Average ScoreDoRA66.45666.75367.0567.347Feb 14, 2024Evaluation resultsMethodMethodLinksOverall Average ScoreVQAv2 ScoreGQA ScoreVisWiz ScoreSQA ScoreVQAT ScorePOPE ScoreMMBench ScoreDoRA#Params(%)=4.63#Params(%)=4.632024.0267.6———————LoRA#Params(%)=4.61#Params(%)=4.612024.0266.9———————FT#Params(%)=100#Params(%)=1002024.0266.5———————