notesum.ai

Published at November 15

Unlocking Transfer Learning for Open-World Few-Shot Recognition

cs.CV

cs.AI

Released Date: November 15, 2024

Authors: Byeonggeun Kim¹, Juntae Lee¹, Kyuhong Shim¹, Simyung Chang¹

Aff.: ¹Qualcomm AI Research

Arxiv: http://arxiv.org/abs/2411.09986v1

Methods	1-shot		5-shot
Methods	Acc.	AUROC	Acc.	AUROC
miniImageNet
ProtoNets[37]^†	64.01 $\pm$ 0.9	51.81 $\pm$ 0.9	80.09 $\pm$ 0.6	60.39 $\pm$ 0.9
FEAT [42]^†	67.02 $\pm$ 0.9	57.01 $\pm$ 0.8	82.02 $\pm$ 0.5	63.18 $\pm$ 0.8
PEELER [24]^†	65.86 $\pm$ 0.9	60.57 $\pm$ 0.8	80.61 $\pm$ 0.6	67.35 $\pm$ 0.8
SnaTCHer-F [16]	67.02 $\pm$ 0.9	68.27 $\pm$ 1.0	82.02 $\pm$ 0.5	77.42 $\pm$ 0.7
SnaTCHer-T [16]	66.60 $\pm$ 0.8	70.17 $\pm$ 0.9	81.77 $\pm$ 0.5	76.66 $\pm$ 0.8
SnaTCHer-L [16]	67.60 $\pm$ 0.8	69.40 $\pm$ 0.9	82.36 $\pm$ 0.6	76.15 $\pm$ 0.8
ATT [15]	67.64 $\pm$ 0.8	71.35 $\pm$ 0.7	82.31 $\pm$ 0.5	79.85 $\pm$ 0.6
ATT-G [15]	68.11 $\pm$ 0.8	72.41 $\pm$ 0.7	83.12 $\pm$ 0.5	79.85 $\pm$ 0.6
GEL [41]	68.26 $\pm$ 0.9	73.70 $\pm$ 0.8	83.05 $\pm$ 0.6	82.29 $\pm$ 0.6
OAL-OFL	69.78 $\pm$ 0.8	73.88 $\pm$ 0.7	85.49 $\pm$ 0.7	83.13 $\pm$ 0.6
OAL-OFL-Lite	69.15 $\pm$ 0.8	72.21 $\pm$ 0.9	85.61 $\pm$ 0.6	81.11 $\pm$ 0.6
tieredImageNet
ProtoNets[37]^†	68.26 $\pm$ 1.0	60.73 $\pm$ 0.8	83.40 $\pm$ 0.7	64.96 $\pm$ 0.8
FEAT [42]^†	70.52 $\pm$ 1.0	63.54 $\pm$ 0.7	84.74 $\pm$ 0.7	70.74 $\pm$ 0.8
PEELER [24]^†	69.51 $\pm$ 0.9	65.20 $\pm$ 0.8	84.10 $\pm$ 0.7	73.27 $\pm$ 0.7
SnaTCHer-F [16]	70.52 $\pm$ 1.0	74.28 $\pm$ 0.8	84.74 $\pm$ 0.7	82.02 $\pm$ 0.6
SnaTCHer-T [16]	70.45 $\pm$ 1.0	74.84 $\pm$ 0.8	84.42 $\pm$ 0.7	82.03 $\pm$ 0.7
SnaTCHer-L [16]	70.85 $\pm$ 1.0	74.95 $\pm$ 0.8	85.23 $\pm$ 0.6	80.81 $\pm$ 0.7
ATT [15]	69.34 $\pm$ 1.0	72.74 $\pm$ 0.8	83.82 $\pm$ 0.6	78.66 $\pm$ 0.7
ATT-G [15]	70.58 $\pm$ 0.9	73.43 $\pm$ 0.8	85.38 $\pm$ 0.6	81.64 $\pm$ 0.6
GEL [41]	70.50 $\pm$ 0.9	75.86 $\pm$ 0.8	84.60 $\pm$ 0.7	81.95 $\pm$ 0.7
OAL-OFL	71.73 $\pm$ 0.5	75.88 $\pm$ 0.6	86.75 $\pm$ 0.6	83.36 $\pm$ 0.6
OAL-OFL-Lite	70.80 $\pm$ 0.9	73.67 $\pm$ 0.7	86.66 $\pm$ 0.6	82.22 $\pm$ 0.6