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ResearchFormerly WizWand

Open-Vocabulary Classification on 11 classification datasets (test)

76.77ImageNet AccuracyOVMR

Evaluation results

Method	Links
OVMR2024.06		76.77	98	94.97	73.93	97.83	89.93	40.37	81.83	77.1	90	85.03	82.34
OVMR2024.06		74.87	96.3	97.67	86.23	97.13	91.7	52.03	84.6	74.73	89.57	87.57	84.76
OVMR2024.06		73.03	95.13	97.57	79.9	96.8	91.5	46.17	83.03	69.43	84.3	87.13	82.18
URL2024.06		72.07	97.77	89.27	78.17	97.23	87.4	44.53	79.97	80.77	92	82.13	82.13
OVMR2024.06		71.83	94.17	97.5	76.9	95.53	91.03	41.4	81	67.57	83.83	84.2	80.45
CC2024.06		70.83	97.23	86.53	75.27	96.97	87.07	41.3	79.53	76.83	91.07	83	80.51
MaPLe2024.06		70.54	94.36	97.76	74	72.46	92.05	35.61	78.7	59.18	73.23	78.66	75.14
CoCoOp2024.06		70.43	93.81	97.69	73.59	71.75	91.29	23.71	76.86	56	60.04	73.45	71.69
CEPA2024.06		69	97.1	88.1	71.7	96.1	85.2	39.1	78.1	73.7	90.7	80.4	79.02
CLIP2024.06		68.14	94	97.26	74.89	77.8	91.22	36.29	75.35	59.9	64.05	77.5	74.22
CoOp2024.06		67.88	89.81	95.29	60.4	59.67	82.26	22.3	65.89	41.18	54.74	56.05	63.22
OVMR2024.06		66.67	94.33	95.47	76.6	93.87	89.3	39.1	77.07	61.37	73.6	82.33	77.25
PN2024.06		65.77	96.13	83.37	76.3	96.13	84.93	40.43	76.3	72.2	86.87	80.53	77.32
LR2024.06		63.67	97	84.6	66.07	94.9	84.7	37.93	75.37	74.43	88.4	80.57	77.06
MAML2024.06		56.93	92.97	33.97	59.1	76.5	67.83	26.07	41.67	62.6	83.8	69.17	60.96
MatchingNet2024.06		55.87	95.57	75.53	58.17	91.83	79.97	33.6	68.17	66.33	82.73	75.43	71.2