notesum.ai

Published at November 22

cs.CV

cs.CL

Released Date: November 22, 2024

Authors: Karsten Roth¹, Zeynep Akata², Dima Damen³, Ivana Balažević, Olivier J. Hénaff

Aff.: ¹Tubingen AI Center; ²Munich Center for ML, Helmholtz Munich, TU Munich; ³Google DeepMind

Method	Train-free	IN-1K	DTD	Food101	Pets	Cars
Linear Probe [92]	✗	67.3	70.0	82.9	85.3	80.4
TIP-X [84]	✓	71.1	-	-	-	-
APE [108]	✓	72.1	-	-	-	-
DMN-TF [102]	✓	72.6	71.9	86.0	92.9	78.4
Clip-Adapter [21]	✗	71.1	-	-	-
MaPLe [36]	✗	72.3	71.3	85.3	92.8	83.6
PromptSRC [37]	✗	73.2	72.7	87.5	93.7	83.8
Tip-Adapter-F [101]	✗	73.7	-	-	-	-
APE-T [108]	✗	74.3	-	-	-	-
CasPL [92]	✗	74.2	75.1	88.4	94.1	86.7
DMN [102]	✗	74.7	75.0	87.1	94.1	85.3
SigLIxP	✓	77.9	76.7	92.6	94.4	92.8