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Region-Level Captioning on refCOCOg (test)

168.2CIDErTraceVision
54.52884.039113.55143.061Nov 6, 2023Mar 25, 2024Aug 12, 2024Dec 30, 2024May 19, 2025Oct 6, 2025Feb 23, 2026

Evaluation results

MethodLinks
TraceVisionParameters=7B2026.02168.228.8
VP-SPHINXParameters=13B2026.02162.523.9
VP-LLaVAParameters=8B2026.02153.622.4
PAMParameters=3B2026.02143.126.9
VP-SPHINXParameters=7B2026.02138.721
RegionGPTParameters=7B2026.02109.916.9
Omni-RGPTParameters=7B2026.02109.717
OspreyParameters=7B2026.02108.316.6
GLaMMEvaluation protocol=Fine-Tuned (FT)2023.1110616.2
GLaMMEvaluation protocol=Zero-Shot (ZS)2023.1110415.7
GLaMMParameters=7B2026.0210415.7
PixelLLM2026.0282.314.3
GRiT2023.1171.615.2
MMFuserBase Model=LLaVA-1.5-13B2024.1063.4—
Kosmos-22023.1162.314.1
MMFuserBase Model=LLaVA-1.5-7B2024.1061.6—
LLaVA-1.5-13BParameters=13B2024.1059.9—
LLaVA-1.5-7BParameters=7B2024.1058.9—