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Continual Concept Customization on ImageNet
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82.1
Concept 1 IA
FLLP
61.404
66.777
72.15
77.523
Jan 5, 2026
Concept 1 IA
Concept 1 TA
Concept 2 IA
Concept 2 TA
Concept 3 IA
Concept 3 TA
Concept 4 IA
Concept 4 TA
Concept 5 IA
Concept 5 TA
Concept 6 IA
Concept 6 TA
Concept 7 IA
Concept 7 TA
Concept 8 IA
Concept 8 TA
Concept 9 IA
Concept 9 TA
Concept 10 IA
Concept 10 TA
Average IA
Average TA
Updated 4d ago
Evaluation Results
Method
Method
Links
Concept 1 IA
Concept 1 TA
Concept 2 IA
Concept 2 TA
Concept 3 IA
Concept 3 TA
Concept 4 IA
Concept 4 TA
Concept 5 IA
Concept 5 TA
Concept 6 IA
Concept 6 TA
Concept 7 IA
Concept 7 TA
Concept 8 IA
Concept 8 TA
Concept 9 IA
Concept 9 TA
Concept 10 IA
Concept 10 TA
Average IA
Average TA
FLLP
2026.01
82.1
73.9
73.4
78.9
82.6
82.5
83.1
84
79.7
85.1
82.2
69.7
75.5
79.2
90
75
86.4
79.8
87.5
80.9
82.3
79
CIDM
2026.01
80.8
74.1
71.4
77.9
81.3
81.7
83
82.6
79.2
83.7
84.5
69.6
76.7
79.3
87.5
73.7
82.2
79.9
85
82.8
81.2
78.5
TI
2026.01
62.2
73.4
66.7
76.5
62
62.4
64
67.2
64.1
66.1
67.3
76
63.1
63.6
61.8
78.2
65.8
76.5
66.2
72.7
64.4
71.3
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