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Classification on CUB

91.9Accuracy

Black-box

Updated 13d ago

Evaluation Results

Method
Black-box 2026.02	91.9	-	-	-	-	-
MMAL-Net 2020.03	89.6	-	-	-	-	-
Supervised 2023.03	89.13	-	-	-	-	-
TASN 2020.03	87.9	-	-	-	-	-
DCL 2020.03	87.8	-	-	-	-	-
MetaFGNet 2020.03	87.6	-	-	-	-	-
HSnet 2020.03	87.5	-	-	-	-	-
NTS-Net 2020.03	87.5	-	-	-	-	-
DFL-CNN 2020.03	87.4	-	-	-	-	-
Mask-CNN 2020.03	87.3	-	-	-	-	-
HBP 2020.03	87.1	-	-	-	-	-
PC 2020.03	86.9	-	-	-	-	-
MA-CNN 2020.03	86.5	-	-	-	-	-
OSME+MAMC 2020.03	86.5	-	-	-	-	-
KP 2020.03	86.2	-	-	-	-	-
RA-CNN 2020.03	85.3	-	-	-	-	-
SPDA-CNN 2020.03	85.1	-	-	-	-	-
ResNet-50 2020.03	84.5	-	-	-	-	-
Bilinear-CNN 2020.03	84.1	-	-	-	-	-
BYOL + PsCo 2023.03	82.13	-	-	-	-	-
Black box 2026.03	80	-	-	-	-	-
LF-CBM 2026.03	80	-	-	-	-	-
EQ-CBM 2024.09	79.31	-	-	-	-	-
Coop-CBM 2024.09	79.154	-	-	-	-	-
CEM 2024.09	79.029	-	-	-	-	-
IntCEM 2026.02	77.8	-	0.957	-	-	-
AR-CBM 2026.02	77.7	-	0.961	-	-	-
AR-CBM 2026.02	77.4	-	0.95	-	-	-
IntCEM 2026.02	77.3	-	0.959	-	-	-
ECBM 2024.09	77.148	-	-	-	-	-
CEM 2022.09	77.11	-	-	-	-	-
MoCo v2 + PsCo 2023.03	76.63	-	-	-	-	-
Prob-CBM 2024.09	76.265	-	-	-	-	-
AR-CBM 2026.02	76.1	-	0.956	-	-	-
CEM 2026.03	76	-	-	-	-	-
IntCEM 2026.02	75.9	-	0.954	-	-	-
Fuzzy-CBM 2024.09	74.228	-	-	-	-	-
ProbCBM 2026.02	74.1	-	0.96	-	-	-
HiCEM + Concept Splitting 2026.03	74	-	-	-	-	-
No concepts 2022.09	73.41	-	-	-	-	-
ProbCBM 2026.02	73.4	-	0.962	-	-	-
PCBM-h 2026.03	73	-	-	-	-	-
Deep-HiCEM + MLCS 2026.03	73	-	-	-	-	-
Fuzzy-CBM 2022.09	72.98	-	-	-	-	-
CBM (SJ) 2026.02	72.7	-	0.961	-	-	-
CBM (SJ) 2026.02	72.6	-	0.958	-	-	-
Bool-CBM 2024.09	72.512	-	-	-	-	-
ProbCBM 2026.02	71.8	-	0.956	-	-	-
LAION-CLIP ViT-L 2024.09	71.4	-	-	-	-	-
CBM (SJ) 2026.02	70.8	-	0.956	-	-	-
Hybrid-CBM 2022.09	70.7	-	-	-	-	-
CBM (HI) 2026.02	69.1	-	0.952	-	-	-
CBM (HI) 2026.02	68.9	-	0.954	-	-	-
BYOL 2023.03	67.45	-	-	-	-	-
Boolean-CBM 2022.09	67.11	-	-	-	-	-
DINOv2-ARL 2024.09	66.1	-	-	-	-	-
CBM (HJ) 2026.02	65.5	-	0.951	-	-	-
CBM (HJ) 2026.02	65.4	-	0.951	-	-	-
CBM (HJ) 2026.02	65	-	0.956	-	-	-
PCBM 2026.03	65	-	-	-	-	-
CBM 2026.03	65	-	-	-	-	-
CBM (SI) 2026.02	64.6	-	0.958	-	-	-
CBM (HI) 2026.02	64.4	-	0.956	-	-	-
CBM (SI) 2026.02	64.3	-	0.95	-	-	-
MoCo v2 2023.03	64.16	-	-	-	-	-
CBM (SI) 2026.02	63.9	-	0.956	-	-	-
DINOv2-MpNet 2024.09	63.2	-	-	-	-	-
OpenAI-CLIP ViT-L 2024.09	61.4	-	-	-	-	-
LiT L16L 2024.09	58.7	-	-	-	-	-
BiFTA 2026.01	58.24	-	-	-	-	-
WCA 2026.01	56.74	-	-	-	-	-
BiFTA 2026.01	56.05	-	-	-	-	-
WCA 2026.01	55.31	-	-	-	-	-
CLIP-E 2026.01	52.74	-	-	-	-	-
CLIP-D 2026.01	52.69	-	-	-	-	-
Waffle 2026.01	52.04	-	-	-	-	-
CLIP 2026.01	51.21	-	-	-	-	-
BiFTA 2026.01	50.43	-	-	-	-	-
WCA 2026.01	50.16	-	-	-	-	-
CuPL 2026.01	49.76	-	-	-	-	-
CuPL 2026.01	47.91	-	-	-	-	-
CLIP-D 2026.01	47.76	-	-	-	-	-
Waffle 2026.01	46.76	-	-	-	-	-
CLIP-E 2026.01	46.58	-	-	-	-	-
CLIP 2026.01	45.67	-	-	-	-	-
MetaMAE 2023.10	6.3	-	-	-	-	-
e-Mix 2023.10	3.9	-	-	-	-	-
Capri 2023.10	3.7	-	-	-	-	-
MAE 2023.10	3.1	-	-	-	-	-
ShED 2023.10	3	-	-	-	-	-
LiTDA-base 2024.09	2.3	-	-	-	-	-
Baseline 2023.10	1.6	-	-	-	-	-
LiTLwA-base 2024.09	1.4	-	-	-	-	-
ALE 2016.03	-	18	-	-	-	-
SJE 2016.03	-	50.1	-	-	-	-
SSE-ReLU 2016.03	-	30.4	-	-	-	-
[50] 2016.03	-	42.1	-	-	-	-
Ourso-vs-o 2016.03	-	53.4	-	-	-	-
Ourscs 2016.03	-	51.6	-	-	-	-
Oursstruct 2016.03	-	54.7	-	-	-	-

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