Binary Image Classification on STL-10 (Pairwise Comparison)

92.93Acc (air. vs bird.)MvSVM-2C

Updated 1mo ago

Evaluation Results

Method
MvSVM-2C2026.06	92.93	91.41	97.68	95.69	95.33	97.26	98.15	88.73	91.94	94.36	79.7	90.24	82.33	84.53	85.73	93.23	95.49	97.15	98.34	97.68	95.99	97.73	87.64	88.94	77.22	62.14	77.22	73.66	91.75	93.23	73.81	78.72	74.86	94.5	95.72	68.93	68.18	93.02	93.94	79.53	93.05	92.5	93.9	95.09	80.45	88.21	3.87	—
MvLht-SVM2026.06	92.52	95.58	94.63	94.94	96.37	95.34	98.39	84.35	90.23	95.71	84.19	81.32	82.18	89.99	84.37	92.07	92.98	94.25	94.54	93.96	99.18	96.81	87.34	89.97	79.82	68.31	83.52	79.27	90.68	95.81	73.55	82.56	78.3	97.79	97.81	74.1	73.24	93.46	93.13	84.31	98.11	94.14	95.67	95.22	82.93	89.18	3.09	—
MVASY-BX2026.06	92.28	96.99	98.11	98.93	97.44	98.73	98.51	84.7	92.28	92.46	80.79	89.2	78.05	91.96	81.84	86.91	92.2	98.93	96.81	97.58	96.81	99.57	84.46	89.38	80.95	63.17	80.37	75.07	87.13	89.24	72.98	81.18	74.88	90.82	91.58	75.9	67.61	87.99	88.81	75.64	87.85	86.82	91.52	90.87	79.02	87.43	4.24	—
MvLht-SVM2026.06	91.6	95.3	94.1	95.7	95.2	96.6	97.6	80.2	92.4	96.6	77.6	76	72.5	87.2	79.2	93.2	95.3	95.7	96.8	94.8	97.7	96.7	88.4	88.6	76.9	68.9	83.3	78.3	93.1	95.6	76.6	83.9	82.4	97.7	97.9	73.8	70	95	93.9	81.9	94.6	96.1	96.4	94.8	80.8	88.6	1.67	—
MvLht-SVM2026.06	91.53	95.29	94.06	95.74	95.13	96.65	97.58	78.73	92.63	96.64	75.18	74.23	67.37	86.72	77.47	93.29	95.42	95.82	96.89	94.86	97.66	96.7	88.58	88.43	75.76	69.29	83.23	77.89	93.42	95.6	78.04	84.26	83.64	97.69	97.9	73.67	67.97	95.09	93.95	81.21	94.36	96.21	96.43	94.78	80.22	—	1.8	88.29
MvS L0/1-SVM2026.06	91.07	95.91	96.85	96.85	95.69	95.97	95.25	78.97	90.76	90.58	71.97	76.96	76.06	85.39	80.15	91.73	88.99	95.4	95.63	96.92	95.43	95.47	87.85	89.46	79.95	62.34	82.02	76.77	92.32	93.25	71.11	81.56	78.12	96.63	95.21	72.62	65.67	94.65	95.89	78.44	91.28	93.56	95.13	94.16	79.5	87.23	4.42	—
MvS L0/1-SVM2026.06	90.8	94.7	93.8	94.8	94.3	95.7	95.5	78.8	91.1	92.9	70.9	76.6	71	82.6	77.9	92.8	92.2	94.3	96.7	95.1	93.8	96.3	86.7	87.8	74.6	60.8	82.6	76	91.5	91.1	75.1	82.1	80.7	93.7	93.1	72.7	62.7	91.2	96.6	72.5	92.2	91.1	93.1	94.3	77.5	86.27	4.58	—
MvS L0/1-SVM2026.06	90.79	94.63	93.61	94.66	94.21	95.68	95.51	78.71	91.21	93.11	70.34	76.67	68.24	81.94	77.08	92.89	92.51	94.25	96.76	95	93.68	96.35	86.56	87.57	72.13	58.4	82.78	75.53	91.43	90.85	77.31	82.31	81.58	93.44	92.91	72.78	60.05	90.84	96.63	69.45	92.28	90.77	92.94	94.36	76.67	—	4.47	85.94
MvLSSVC-2C2026.06	90.49	95.89	97.26	98.12	96.38	97.95	97.98	86.74	93.09	95	81.68	86.71	78.16	88.9	78.15	93.69	91.8	97.69	98.96	96.77	98.16	98.74	85.61	89.43	80.95	67.81	83.17	77.52	92.05	91.84	72.83	82.12	78.59	95.78	96.31	73.34	71.05	91.24	92.29	84.41	93.75	88.15	95.22	92.85	79.83	88.77	3.2	—
MVASY-BX2026.06	90	90.4	93.6	95.4	93.8	95	95.7	79.5	90.5	94.7	72.7	78.7	71.3	80.4	75	91.1	94.2	95.2	93.4	92.8	93.5	96	88.3	84.9	73.7	66	80.8	73.1	91.9	92.8	75.7	81.7	77.2	94.2	94.7	72.3	66.6	92.2	92.7	76.6	92.2	91.2	95	94.5	76.4	86.17	4.98	—
MvSVM-2C2026.06	89.8	91.2	93.6	93.7	92.4	94.2	97.1	80.3	91.5	95.1	74.5	73	70.5	84.7	73.6	94	96.2	95.4	96	94.6	95.4	96.3	88.2	87	74.5	62.6	77.3	73	93.8	94.5	74.7	80.1	77.6	96.6	96.7	69.5	67.2	94	94.5	77.7	94.1	93.6	95.6	95.6	79.8	86.7	3.93	—
MVASY-BX2026.06	89.76	89.68	93.28	95.22	93.55	94.79	95.56	77.9	90.33	94.84	68.49	75.34	67.4	77.19	71.91	91.62	94.33	95	93.14	92.38	93.24	95.85	88.96	83.96	69.98	69.2	80.99	71.58	92.4	93.11	77.1	82.55	78.22	94.45	94.92	70.41	65.5	92.62	93.07	77.05	92.63	91.71	95.2	94.75	75.29	—	5.13	85.7
Wave-MvSVM2026.06	89.74	92.02	93.46	93.6	93.42	94.14	95.35	79.21	83.8	94.75	70.08	72.48	69.32	79.99	76.68	91.35	94.31	94.12	95.68	94.57	94.41	95.92	87.69	84.69	71.74	62.17	79.13	73.29	92.71	94.13	73.47	76.5	82.28	94.65	94.57	73.36	69.05	93.96	94.2	78.64	93.92	92.89	95.49	95.86	75.36	—	4.47	85.96
MvSVM-2C2026.06	89.43	91.19	93.32	93.56	92.15	94	97.05	77.87	91.47	95.14	72.1	65.61	63.79	84.75	68.12	94.06	96.23	95.31	95.89	94.4	95.38	96.24	88.34	86.75	73.14	62.92	77.26	72.46	93.99	94.58	75.17	80.62	78.87	96.69	96.74	69.94	66.21	94.08	94.55	77.06	94.18	93.7	95.7	95.63	79.58	—	4.02	86.12
MvLSSVC-2C2026.06	89.3	92.5	94.5	96.1	95.4	96.2	97.1	80.4	91.7	96.2	77.4	76.4	72.6	82.1	76.2	95.4	93.6	95.2	96.7	93.1	96.6	95.7	86.6	88.3	77.4	68.6	82.9	76.6	94.2	93.5	76	84.2	82	97.2	97.6	73.5	69.6	93	94.6	81.9	95.7	91.5	96.9	94.8	77.7	87.88	2.69	—
Wave-MvSVM2026.06	89.2	92.2	93.5	93.7	93.3	94.2	95.4	79.9	84.7	94.9	71.8	76.6	71.3	81.5	75.8	91.6	94.5	94.2	95.8	94.6	94.4	95.9	87.7	84.7	72.5	64.3	79.9	73.9	92.6	94.3	72.7	77	81.2	94.7	94.6	73.2	64.8	94	94.3	78.5	93.9	92.9	95.4	95.9	76.2	86.18	4.73	—
MvLSSVC-2C2026.06	89.16	92.2	94.34	96.01	95.36	96.13	97.08	78.54	91.59	96.25	75.79	72.47	69.56	80.36	75.35	95.49	93.73	95.07	96.62	92.78	96.55	95.55	87.16	88.16	76.04	69.22	82.85	76.12	94.35	93.66	77.63	84.73	83.02	97.26	97.63	73.61	68.74	93.15	94.76	81.24	95.8	91.88	96.97	94.95	76.94	—	2.71	87.6
SVM-2K2026.06	87.26	98.28	94.21	96.18	94.97	96.82	98.02	86.08	92.5	93.73	83.8	95.04	90.43	89.76	92.41	89.25	93.46	96.19	97.33	76.23	96.99	98.35	84.39	90.04	79.34	58.53	76.44	72.9	90.57	91.41	71.01	75.57	74.35	92.46	93.92	71.56	68.02	96.02	91.71	81.91	89.78	89.22	93.87	92.86	86.23	87.76	4.44	—
Wave-MvSVM2026.06	85.58	94.14	94.2	95.11	92	94.77	96.34	81.84	89.31	97.5	74.33	88.08	74.2	86.85	74.6	94.07	97.22	95.3	98.12	95.21	94.04	95.46	88.04	84.81	73.7	66.19	82.11	74.62	91.75	97.3	71.39	78.43	77.9	95.53	95.17	73.05	61.59	94.58	95.66	78.48	93.75	93.25	93.84	96.77	77.78	87.2	4.73	—
SVM-2K2026.06	84.4	89.2	91	93.2	92.6	92.9	93.4	83.7	89.9	94.6	73.3	71.7	70.8	78.1	71.6	91.6	94.8	93.8	92.5	84.2	93.4	96	89.1	85.3	74.7	60.1	79.6	72.3	92.8	92.9	74.5	79.9	77.5	94.9	95.8	71.6	66.2	96.1	93.2	74.3	93.1	91.9	95.4	95.3	76.5	85.33	5.42	—
SVM-2K2026.06	83.76	88.08	90.65	92.96	92.39	92.58	93.06	83.13	89.58	94.64	68.4	61.68	61.46	74.23	62.38	91.84	94.87	93.61	92.08	86.34	93.13	95.89	89.81	84.35	72.59	63.33	80.75	71.8	93	93.05	76.44	81.52	78.87	95.04	95.9	71.63	64.4	96.11	93.32	70.66	93.4	92.18	95.5	95.45	72.85	—	5.4	84.42