Method Drift›Parameter-efficient fine-tuning (LoRA family)
Superseded baseline#342 of 1,113 most-superseded
PMC-CLIP
PMC-CLIP: Contrastive Language-Image Pre-training using Biomedical DocumentsParameter-efficient fine-tuning (LoRA family) · first seen Mar 13, 2023
superseded — cited as a baseline and beaten by newer methods
0 papers critique it · 1 beat it on benchmarks
Beaten on benchmarks
Head-to-head results where a newer method reports beating PMC-CLIP. Values are copied from the source paper's tables — verify against the cited paper.
- ACE-LoRA: Graph-Attentive Context Enhancement for Parameter-Efficient Adaptation of Medical Vision-Language Models
ACE-LoRA beats PMC-CLIP · Accuracy [Specialist vs Generalist Medical VLMs]
49.80 vs 23.00
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.