ResearchTasksBase-to-novel ClassificationBase-to-novel ClassificationFollowBenchmarksDatasetSOTA methodSortMost resultsRecently updatedMost papersApplyDatasetSOTA methodMetricTrendResultsLast updatedBase-to-novel Evaluation Suite ViT-B/32 backbone (Harmonic Mean)2SFS† + ADK78Average Score8Feb 27, 2026Base-to-novel Evaluation Suite ViT-B/32 backbone (base classes)CLIP-LoRA† + ADK82.6Average Accuracy8Feb 27, 2026Base-to-novel Evaluation Suite (Novel Classes)2SFS† + ADK73.9Avg Accuracy8Feb 27, 2026Base-to-novel Evaluation Suite (Base Classes)——Average ScoreBase-to-novel Classification on Base-to-novel Evaluation Suite (Base Classes) performance trend0Feb 26, 2026
Base-to-novel Evaluation Suite ViT-B/32 backbone (Harmonic Mean)2SFS† + ADK78Average Score8Feb 27, 2026
Base-to-novel Evaluation Suite ViT-B/32 backbone (base classes)CLIP-LoRA† + ADK82.6Average Accuracy8Feb 27, 2026
Base-to-novel Evaluation Suite (Base Classes)——Average ScoreBase-to-novel Classification on Base-to-novel Evaluation Suite (Base Classes) performance trend0Feb 26, 2026