WildVision-Bench

We have two versions of Wildvision-Bench data

• vision_bench_0617: the selected 500 examples that best simulates the vision-arena elo ranking, same data in the paper.
• vision_bench_0701: the further filter and selected 500 examples by NSFW and manual selection. Leaderboard are still preparing.

Evaluation

Please refer to our Github for evaluation

If you want to evaluate your model, please use the vision_bench_0617 version to fairly compare the performance with other models in the following leaderboard.

Leaderboard (vision_bench_0717)

Model	Score	95% CI	Win Rate	Reward	Much Better	Better	Tie	Worse	Much Worse	Avg Tokens
gpt-4o	89.15	(-1.9, 1.5)	80.6%	56.4	255.0	148.0	14.0	72.0	11.0	142
gpt-4-vision-preview	79.78	(-2.9, 2.2)	71.8%	39.4	182.0	177.0	22.0	91.0	28.0	138
Reka-Flash	64.65	(-2.6, 2.7)	58.8%	18.9	135.0	159.0	28.0	116.0	62.0	168
claude-3-opus-20240229	62.03	(-3.7, 2.8)	53.0%	13.5	103.0	162.0	48.0	141.0	46.0	105
yi-vl-plus	55.05	(-3.4, 2.3)	52.8%	7.2	98.0	166.0	29.0	124.0	83.0	140
liuhaotian/llava-v1.6-34b	51.89	(-3.4, 3.8)	49.2%	2.5	90.0	156.0	26.0	145.0	83.0	153
claude-3-sonnet-20240229	50.0	(0.0, 0.0)	0.2%	0.1	0.0	1.0	499.0	0.0	0.0	114
claude-3-haiku-20240307	37.83	(-2.6, 2.8)	30.6%	-16.5	54.0	99.0	47.0	228.0	72.0	89
gemini-pro-vision	35.57	(-3.0, 3.2)	32.6%	-21.0	80.0	83.0	27.0	167.0	143.0	68
liuhaotian/llava-v1.6-vicuna-13b	33.87	(-2.9, 3.3)	33.8%	-21.4	62.0	107.0	25.0	167.0	139.0	136
deepseek-ai/deepseek-vl-7b-chat	33.61	(-3.3, 3.0)	35.6%	-21.2	59.0	119.0	17.0	161.0	144.0	116
THUDM/cogvlm-chat-hf	32.01	(-2.2, 3.0)	30.6%	-26.4	75.0	78.0	15.0	172.0	160.0	61
liuhaotian/llava-v1.6-vicuna-7b	26.41	(-3.3, 3.1)	27.0%	-31.4	45.0	90.0	36.0	164.0	165.0	130
idefics2-8b-chatty	23.96	(-2.2, 2.4)	26.4%	-35.8	44.0	88.0	19.0	164.0	185.0	135
Qwen/Qwen-VL-Chat	18.08	(-1.9, 2.2)	19.6%	-47.9	42.0	56.0	15.0	155.0	232.0	69
llava-1.5-7b-hf	15.5	(-2.4, 2.4)	18.0%	-47.8	28.0	62.0	25.0	174.0	211.0	185
liuhaotian/llava-v1.5-13b	14.43	(-1.7, 1.6)	16.8%	-52.5	28.0	56.0	19.0	157.0	240.0	91
BAAI/Bunny-v1_0-3B	12.98	(-2.0, 2.1)	16.6%	-54.4	23.0	60.0	10.0	164.0	243.0	72
openbmb/MiniCPM-V	11.95	(-2.4, 2.1)	13.6%	-57.5	25.0	43.0	16.0	164.0	252.0	86
bczhou/tiny-llava-v1-hf	8.3	(-1.6, 1.2)	11.0%	-66.2	16.0	39.0	15.0	127.0	303.0	72
unum-cloud/uform-gen2-qwen-500m	7.81	(-1.3, 1.7)	10.8%	-68.5	16.0	38.0	11.0	115.0	320.0	92

Citation

@article{lu2024wildvision,
  title={WildVision: Evaluating Vision-Language Models in the Wild with Human Preferences},
  author={Lu, Yujie and Jiang, Dongfu and Chen, Wenhu and Wang, William Yang and Choi, Yejin and Lin, Bill Yuchen},
  journal={arXiv preprint arXiv:2406.11069},
  year={2024}
}