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Long-tailed Visual Recognition on ImageNet LT

82.9Overall Accuracy

LIFT w/ TTE

Updated 4d ago

Evaluation Results

Method
LIFT w/ TTE 2023.09	82.9	85.3	82.2	78.6	-
LIFT 2023.09	82.4	84.8	81.7	78	-
Decoder 2023.09	79.3	-	-	-	-
VL-LTR 2021.11	77.2	84.5	74.6	59.3	-
Zero-shot CLIP 2023.09	73.6	74.6	73.1	72.3	-
VL-LTR 2021.11	70.1	77.8	67	50.8	-
Baseline 2021.11	60.5	74.4	56.9	34.5	-
PaCo 2021.11	60	68.2	58.7	41	-
Zero-Shot CLIP 2021.11	59.8	60.8	59.3	58.6	-
TADE 2021.11	58.8	66.5	57	43.5	-
Gaussian Mixture Likelihood loss 2023.05	58.8	68.2	56.7	39.5	-
Gaussian Mixture Likelihood loss 2023.05	58.3	68.7	55.7	38.6	-
PaCo 2023.05	58.2	68	56.4	37.2	-
CBDENS 2021.04	57.7	71.2	54.5	30.7	-
Meta-SuperDisco 2023.03	57.1	66.1	53.3	37.1	-
RIDE (4 Experts) 2021.11	56.8	68.2	53.8	36	-
BCL 2023.05	56.7	67.2	53.9	36.5	-
Park et al. 2023.03	56.2	66.4	53.9	35.6	-
Li et al. 2023.03	56	66.8	51.1	35.4	-
SSD 2021.11	56	66.8	53.1	35.4	-
CBDENS 2021.04	55.6	68.5	52.7	29.2	-
ResLT 2021.11	55.1	63.3	53.3	40.3	-
Parisot et al. 2023.03	54.1	63.2	52.1	36.9	-
Alshammari et al. 2023.03	53.9	62.5	50.4	41.5	-
CBD 2021.04	53.9	68.1	50.1	27.1	-
Samuel et al. 2023.03	53.5	64	49.8	33.1	-
DisAlign 2023.05	53.4	62.7	52.1	31.4	-
LWS 2019.10	53.3	-	-	-	-
LWS 2021.11	53.3	63.5	50.4	34.2	-
He et al. 2023.03	53.1	64.1	50.4	31.5	-
Zhang et al. 2023.03	52.9	61.3	52.2	31.4	-
τ-normalized 2019.10	52.8	-	-	-	-
tau-normalized 2021.11	52.8	62.2	50.1	35.8	-
cRT 2019.10	52.4	-	-	-	-
cRT 2021.11	52.4	64.7	49.1	29.4	-
Logit Adj. 2021.04	52.1	-	-	-	-
ELF(LDAM) 2021.04	52	64.3	47.9	31.4	-
LADE 2023.05	51.9	62.3	49.3	31.2	-
CBD 2021.04	51.6	65.2	48	25.9	-
Kang et al. 2023.03	51.5	61.8	49.4	30.9	-
LWS 2021.11	51.5	62.2	48.6	31.8	-
BALMS 2023.05	51.4	62.2	48.8	29.8	-
NCM 2019.10	51.3	-	-	-	-
cRT+SSP 2021.04	51.3	-	-	-	-
NCM 2021.11	51.3	60.3	49	33.6	-
tau-normalized 2021.11	51.2	60.9	48.4	33.8	-
Logit Adj. 2021.04	51.1	-	-	-	-
cRT 2021.11	50.8	63.3	47.2	27.8	-
LWS 2021.04	50.5	60.6	47.8	31.4	-
OLTR 2019.10	50.3	-	-	-	-
cRT 2021.04	50.1	61.8	46.8	28.4	-
smDRAGON 2021.11	50.1	-	-	-	-
Kang et al. 2023.03	49.9	60.2	47.2	30.3	-
LWS 2019.10	49.9	-	-	-	-
LWS 2023.05	49.9	60.2	47.2	30.3	-
cRT 2019.10	49.5	-	-	-	-
τ-normalized 2019.10	49.4	-	-	-	-
tau-norm 2023.05	49.4	59.1	46.9	30.7	-
NCM 2021.11	49.2	58.9	46.6	31.1	-
ELF(CE) 2021.04	48.9	60.7	45.5	27.7	-
Joint 2019.10	47.8	-	-	-	-
LWS 2021.04	47.7	57.1	45.2	29.3	-
NCM 2019.10	47.3	-	-	-	-
cRT 2021.04	47.3	58.8	44	26.1	-
OLTR 2019.10	46.3	-	-	-	-
OLTR 2021.11	46.3	-	-	-	-
Joint 2019.10	44.4	-	-	-	-
Cross Entropy 2021.11	44.4	65.9	37.5	7.7	-
Focal Loss 2023.05	43.7	64.3	37.1	8.2	-
cRT 2019.10	41.8	-	-	-	-
LWS 2019.10	41.4	-	-	-	-
τ-normalized 2019.10	40.6	-	-	-	-
OLTR + CMW-Net 2022.02	39.5	47.2	39.2	19.7	-
OLTR 2019.10	37.7	-	-	-	-
OLTR 2019.10	37.3	-	-	-	-
OLTR 2019.10	35.6	-	-	-	-
OLTR 2022.02	35.6	43.2	35.1	18.5	-
NCM 2019.10	35.5	-	-	-	-
Joint 2019.10	34.8	-	-	-	-
OLTR 2019.10	34.1	-	-	-	-
Lifted Loss 2019.10	30.8	-	-	-	-
Lifted Loss 2022.02	30.8	35.8	30.4	17.9	-
Range Loss 2019.10	30.7	-	-	-	-
Range Loss 2022.02	30.7	35.8	30.3	17.6	-
Focal Loss 2019.10	30.5	-	-	-	-
Focal loss 2022.02	30.5	36.4	29.9	16	-
FSLwF 2019.10	28.4	-	-	-	-
OLTR 2019.10	24.8	-	-	-	-
ERM 2022.02	20.9	40.9	10.7	0.4	-