Zero-shot Image Classification on 16-dataset ZSAR Evaluation Suite benchmark leaderboard · SOTA2 Research

Zero-shot Image Classification on 16-dataset ZSAR Evaluation Suite

69.78TinyImageNet AccuracyTGA-ZSR

Evaluation Results

Method	Links
TGA-ZSR2025.12		69.78	83.98	52.32	91.36	44.7	50.17	72.55	45.05	26.92	27.58	10.68	41.84	80.04	71.94	33.14	50.02	53.25	—
UCAT2025.12		67.18	66.52	41.07	86.73	30.1	36.97	62.66	36.69	24.95	19.39	7.26	32.61	75	60.15	26.39	49.66	45.21	—
TeCoA2025.12		63.2	58.62	31.75	80.59	25.71	19.15	49.25	24.61	17.34	15.89	2.88	24.7	63.04	47.67	13.11	49.97	36.72	—
CLIP2025.12		57.96	88.02	60.47	97.03	57.26	83.89	87.38	65.52	40.69	42.65	20.16	59.15	85.33	81.73	51.98	52.08	64.46	—
PMG-AFT2025.12		46.62	70.37	38.49	90.34	52.02	57.11	79.75	49.36	32.23	23.43	12.03	47.7	82.49	73.65	41.6	55.87	53.32	—
TeCoA2025.12		35.52	23.4	14.38	53.25	9.98	6.49	22.65	10.95	10.69	11.62	0.57	10.33	40.03	26.83	3.43	49.28	20.59	26.38
TeCoA2025.12		35.38	23.21	14.22	53.11	9.95	6.46	22.57	10.83	10.59	11.62	0.57	10.29	39.98	26.75	3.47	49.27	20.52	26.32
UCAT2025.12		35.12	25.69	15.42	58.33	11.16	10.91	26.9	14.73	13.83	4.33	1.08	12.75	51.11	34.33	6.29	33.45	22.21	29.79
UCAT2025.12		34.9	25.44	15.33	58.14	11.08	10.82	26.41	14.67	13.83	4.33	1.08	12.69	51.02	34.22	6.19	33.34	22.09	29.68
TGA-ZSR2025.12		30.02	19.54	11.59	51.6	9.02	6.44	19.98	12.21	10.64	11.13	0.54	9.85	40.07	28.5	3.2	49.95	19.64	28.7
TGA-ZSR2025.12		18.64	10.77	8.41	42.23	5.78	4.51	11.72	7.81	7.87	10.54	0.27	6.73	33.71	22.49	1.62	42.37	14.72	23.06
FARE2025.12		16.92	40.23	11.96	64.56	7.89	8.07	19.24	11.82	7.93	12.52	2.55	7.98	47.14	27.61	6.06	50.02	21.41	—
FARE2025.12		8.5	17.74	5.51	40.86	3.39	2.8	6.95	5.14	5.05	8.86	0.93	3.41	31.72	15.32	1.65	50.02	12.99	16.17
FARE2025.12		8.46	17.55	5.49	40.65	3.39	2.78	6.87	5.12	5.05	8.89	0.93	3.4	31.69	15.31	1.65	50.02	12.95	16.14
PMG-AFT2025.12		7.18	13.18	3.79	56.18	3.37	8.21	13.63	4.36	3.19	0.32	0	4.43	39.61	26.36	0.44	0.39	11.54	18.97
PMG-AFT2025.12		7.02	13.16	3.65	55.74	3.37	7.9	12.87	4.68	4.95	4.45	0	4.37	39.6	26.18	0.44	0.89	11.83	19.36
CLIP2025.12		1.9	5.84	0.32	28.99	0.63	9.8	5.04	1.29	0.05	0.04	0	1.02	16.63	13.17	0.42	0	5.32	9.83
CLIP2025.12		1.26	6.47	0.33	30.7	0.7	9.73	4.8	1.11	0.11	0.1	0	1	19.11	13.56	0.37	0	5.58	10.28