Our new X account is live! Follow @wizwand_team for updates

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

29.3Translation (In) Error

Random Chance

Updated 4d ago

Evaluation Results

Method
Random Chance 2026.01	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
COLMAP 2026.01	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
MASt3R 2026.01	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-OneVision 2026.01	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
InternLMXComposer2.5 2026.01	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-Video 2026.01	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
VGGSFM 2026.01	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-VL 2026.01	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
DUSt3R 2026.01	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-VL 2026.01	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-VL 2026.01	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-Recap 2026.01	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
InternVL3 2026.01	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
InternVL2.5 2026.01	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-4o 2026.01	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-7B 2026.01	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
CUT3R 2026.01	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
InternVL2.5 2026.01	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-Chat 2026.01	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
MegaSAM 2026.01	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
InternVL3 2026.01	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-Motion 2026.01	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-Motion 2026.01	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-Motion 2026.01	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