Camera movement understanding on CameraBench 10K-sample VQA subset 1.0 (test) benchmark leaderboard · SOTA2 Research

Camera movement understanding on CameraBench 10K-sample VQA subset 1.0 (test)

29.3Translation (In) ErrorRandom Chance

Evaluation Results

Method	Links
Random Chance2026.01		29.3	9.7	6.7	8.6	15.8	11.5	11.1	10.2	15	15.4	12.7	7.7	8.9	10.2	9.7	12.2
COLMAP2026.01		36.2	13.1	11.9	19.7	34.1	30	13.9	14.2	43.9	46.4	28.3	19.1	42.1	48.7	7.5	27.3
MASt3R2026.01		47.5	21.1	23.5	40.2	38.7	38.1	42.2	46.6	66.6	58	63.2	40.3	50.4	53.5	15.7	43.1
LLaVA-OneVision2026.01		48.2	13.9	13	17.4	24.4	20.8	11	14.8	34.5	34.6	17.4	32.3	19.9	21.4	19.4	22.9
InternLMXComposer2.52026.01		50.5	10.9	11.7	10.7	15	10.9	12.2	17	14.7	14.3	15.1	18	12.1	18.6	22.5	17
LLaVA-Video2026.01		56.3	15.7	17	19.9	27.9	24.3	16.7	17.4	34.6	37.9	27.7	38.3	16.6	22.4	22.8	26.4
VGGSFM2026.01		56.6	28.9	28.7	38.2	48.9	35.3	21.7	17.3	60.9	58.7	46.6	43.3	61.4	55.5	16.7	41.3
Qwen2.5-VL2026.01		57.7	15.3	19.3	31.4	35.5	28.4	30.7	44.7	64.6	68.7	56.1	35.1	19.4	24.9	20.4	36.9
DUSt3R2026.01		58.9	24	30.7	18	38.3	26.9	18.2	24.6	59.4	63.8	32.9	27.3	61	57.9	13.1	37
Qwen2.5-VL2026.01		59.3	16.9	20.8	33.1	37.1	30.1	32.3	46.4	66.2	70.2	57.7	36.7	20.8	26.5	21.8	38.4
Qwen2.5-VL2026.01		59.7	17.3	21.2	33.5	37.5	30.4	32.7	46.8	66.6	70.7	58.1	37.1	21.2	26.9	22.2	38.8
Tarsier-Recap2026.01		61.5	15.6	26.5	24.4	29.7	22.1	14.8	15.5	23.5	28.1	25.3	22.2	15.7	19.3	31.6	21.6
InternVL32026.01		63	16	19.4	29.9	31.4	28.1	30.4	28.9	42.8	50.8	43.3	37.6	21.9	23	20.7	32.4
InternVL2.52026.01		65.5	12.2	21.7	24.3	28	20	22.5	32.5	43.8	39.4	46.2	44.9	14.7	18.7	25.9	30.7
GPT-4o2026.01		68.3	30.1	21.7	39.3	39.1	22.6	43	40.5	46	43.4	44.9	36.6	24.7	29.6	33	37.5
CamReasoner-7B2026.01		68.7	57.7	84.9	80.5	84.6	83.2	74.2	72.8	85.7	86.1	87.6	85.7	75.5	70.2	80.1	78.4
CUT3R2026.01		68.9	50.4	24.7	34.2	37	27.6	15.9	21.3	59.1	65	65	47.5	60.7	66.2	15.1	42.7
InternVL2.52026.01		69.9	13.3	28.9	26.7	24.1	23.9	19.2	33.1	38.5	31.8	38.7	38	11.8	26.1	24.1	30.4
InternVideo2-Chat2026.01		72	19.1	19.9	18.1	18.4	24.1	12.6	10.7	23.3	23.4	17.7	23.5	20.2	16.9	20.8	22.7
MegaSAM2026.01		73.8	43.9	24.2	29.1	45.3	44.2	11.1	10.2	79.5	82.2	73.8	65.3	71.5	75.8	22	50.1
InternVL32026.01		74.2	18.7	20.2	33.5	34.8	30.3	27.2	34.4	48.6	55.1	49.2	41.5	28.4	25.8	23.3	37.9
Cam-Motion2026.01		86.4	40.5	29.2	50.2	71.3	52.5	57.2	79.6	83.2	87.1	80.1	71	33.9	43.1	77.3	63
Cam-Motion2026.01		88.2	42.1	30.8	51.9	73.1	54.1	58.8	81.2	84.7	88.8	81.8	72.7	35.6	44.8	79.2	64.7
Cam-Motion2026.01		89.4	43.4	32	53.1	74.2	55.2	60	82.4	86	90.1	83.1	73.9	36.8	46	80.4	65.9