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Referring Expression Comprehension on KVG-Bench

81.33Accuracy (Air, Seen Categories)

Human + search

Updated 16d ago

Evaluation Results

Method	Links
Human + search 2025.03		81.33	85.56	68	74.17	86.67	78.03	78.89	74	74.17	84.44	86.67	79.63	78.83
Qwen3-VL-32B 2025.03		72.37	68.27	63.45	48.21	77.14	63.38	87.2	48.89	51.79	66.29	81.93	66.18	64.52
KARL 2025.03		71.05	83.65	70.34	45.02	87.86	67.3	85.6	50.37	69.64	80.9	67.47	70.04	68.41
Qwen2-VL-72B 2025.03		63.16	75.96	59.31	40.24	77.14	59.34	80.8	42.96	59.82	65.17	66.27	62.32	60.55
InternVL2-76B 2025.03		62.5	74.04	60	41.04	76.43	59.22	78.4	51.11	56.25	43.82	55.42	57.9	58.68
Qwen3-VL-8B 2025.03		61.84	68.27	55.17	40.24	75	56.94	73.6	44.44	42.86	65.17	66.27	57.54	57.19
Human 2025.03		59.33	66.67	50.84	44.17	65.33	57.27	48.33	45.33	51.67	64.45	68	55.56	56.41
UniVG-R1 2025.03		57.24	74.04	52.41	35.06	78.57	55.3	73.6	40	55.36	60.67	67.46	58.46	56.59
DeepSeek-VL2 2025.03		51.32	60.57	53.1	29.08	63.57	47.98	62.4	35.56	50.89	44.94	39.76	47.06	47.6
Qwen2-VL-7B 2025.03		48.03	74.04	51.3	33.07	65.71	50.38	76	33.33	54.46	57.3	59.04	55.33	52.4
CogVLM-G 2025.03		46.71	64.42	49.66	34.26	63.57	48.61	79.2	31.11	54.46	56.18	66.27	56.43	51.8
DINO-X 2025.03		43.42	49.04	42.76	28.29	41.43	38.89	62.4	35.56	48.21	31.46	49.4	45.77	41.69
YOLO-World 2025.03		41.45	28.85	8.28	14.74	30.71	23.36	50.4	2.22	24.11	1.12	3.61	17.83	21.11
G-DINO-1.6-Pro 2025.03		39.47	41.35	48.97	23.11	24.29	33.59	44	40	39.29	32.58	27.71	37.68	35.25
Visual-RFT 2025.03		36.18	51.92	32.41	20.7	47.86	34.72	52.8	21.48	31.25	46.07	44.58	38.24	36.15
Perception-R1 2025.03		23.03	32.69	14.48	12.35	37.14	21.84	41.6	11.85	26.79	16.85	28.92	25.18	23.2
Shikra-7B 2025.03		20.39	25.96	15.17	16.33	28.57	20.33	51.2	19.26	25	16.85	22.89	27.94	23.43