SOTA Real-time Visual Understanding on StreamingBench and PapersWithCode

Method
Human 2026.02	91.46	89.47	92	93.6	91.47	95.65	92.52	88	88.75	89.74	91.3
Human 2026.03	91.46	89.47	92	93.6	91.47	95.65	92.52	88	88.75	89.74	91.3
Human 2026.03	91.46	89.47	92	93.6	91.47	95.65	92.52	88	88.75	89.74	91.3
Human 2026.03	91.46	89.47	92	93.6	91.47	95.65	92.52	88	88.75	89.74	91.3
Human 2026.04	91.46	-	-	-	-	-	-	-	-	-	-
Human 2026.04	91.46	89.47	92	93.6	91.47	95.65	92.52	88	88.75	89.74	91.3
Human 2025.08	91.46	89.47	92	93.6	91.47	95.65	92.52	88	88.75	89.74	91.3
SIMPLESTREAM (Qwen3-VL-8B + 4f) 2026.04	80.59	-	-	-	-	-	-	-	-	-	-
HERMES-7B† 2026.04	79.44	-	-	-	-	-	-	-	-	-	-
SIMPLESTREAM (Qwen2.5-VL-7B + 8f) 2026.04	79.11	-	-	-	-	-	-	-	-	-	-
SIMPLESTREAM (Qwen3-VL-8B + 8f) 2026.04	78.83	-	-	-	-	-	-	-	-	-	-
SIMPLESTREAM (Qwen2.5-VL-7B + 4f) 2026.04	78.47	-	-	-	-	-	-	-	-	-	-
SIMPLESTREAM (Qwen3-VL-8B + 2f) 2026.04	78.31	-	-	-	-	-	-	-	-	-	-
WAT 2026.03	77.7	82.93	78.91	85.49	84.24	76.58	83.8	83.33	73.17	72.44	45.74
StreamForest 2026.02	77.26	83.11	82.81	82.65	84.26	77.5	78.19	76.85	69.11	75.64	54.4
StreamForest-7B 2026.04	77.26	-	-	-	-	-	-	-	-	-	-
InternVL-3.5-8B 2026.03	77.2	83.47	82.03	82.65	84.62	75.47	80.06	81.48	67.89	70.45	59.04
EventMemAgent 2026.02	77	83.92	76.56	87.7	85.29	77.02	79.44	77.78	68.29	72.24	48.7
SIMPLESTREAM (Qwen2.5-VL-7B + 2f) 2026.04	76.39	-	-	-	-	-	-	-	-	-	-
Gemini 1.5 pro 2026.02	75.69	79.02	80.47	83.54	79.67	80	84.74	77.78	64.23	71.95	48.7
Gemini 1.5 pro 2026.03	75.69	79.02	80.47	83.54	79.67	80	84.74	77.78	64.23	71.95	48.7
Gemini 1.5 Pro 2026.03	75.69	79.02	80.47	83.54	79.67	80	84.74	77.78	64.23	71.95	48.7
Gemini 1.5 pro 2026.03	75.69	79.02	80.47	83.54	79.67	80	84.74	77.78	64.23	71.95	48.7
Gemini 1.5 Pro 2026.04	75.69	79.02	80.47	83.54	79.67	80	84.74	77.78	64.23	71.95	48.7
Gemini 1.5 pro 2025.08	75.69	79.02	80.47	83.54	79.67	80	84.74	77.78	64.23	71.95	48.7
TimeChat-Online 2026.02	75.36	80.22	82.03	79.5	83.33	76.1	78.5	78.7	64.63	69.6	57.98
TimeChat-Online-7B 2026.03	75.36	80.22	82.03	79.5	83.33	76.1	78.5	78.7	64.63	69.6	57.98
TimeChat-Online-7B 2026.03	75.36	80.22	82.03	79.5	83.33	76.1	78.5	78.7	64.63	69.6	57.98
TimeChat-Online-7B 2026.03	75.28	80.8	79.7	80.8	83.3	74.8	78.8	78.7	64.2	68.8	58
TimeChat-Online-7B 2026.04	75.28	-	-	-	-	-	-	-	-	-	-
ColorTrigger 2026.03	75.24	81.57	78.91	77.29	84.94	76.1	77.57	81.48	67.48	67.61	56.91
StreamAgent 2026.03	74.31	79.63	78.31	79.28	75.87	74.74	76.92	82.94	66.31	73.69	55.4
StreamAgent 2026.02	74.28	79.63	78.31	79.28	75.87	74.74	76.92	82.94	66.31	73.69	55.4
StreamAgent 2025.08	74.28	79.63	78.31	79.28	75.87	74.74	76.92	82.94	66.31	73.69	55.4
Qwen3-VL-8B + STRIDE 2026.03	74.24	77.1	75	77.3	72.8	76.4	77.9	76.9	69.9	84.3	46.1
QueryStream-7B 2026.03	74.04	82.11	83.59	78.23	82.69	75.47	80.06	79.63	63.01	67.9	42.55
Qwen3-VL-8B + Baseline-AR 2026.03	73.79	79	72.7	85.5	70.8	73.3	76.6	81.5	63.4	80.7	44.6
Qwen2.5-VL-7B 2026.03	73.68	78.32	80.47	78.86	80.45	76.73	78.5	79.63	63.41	66.19	53.19
Qwen2.5-VL-7B 2026.03	73.68	78.32	80.47	78.86	80.45	76.73	78.5	79.63	63.41	66.19	53.19
Qwen2.5-VL 2026.04	73.68	78.32	80.47	78.86	80.45	76.73	78.5	79.63	63.41	66.19	53.19
Qwen2.5-VL-7B 2026.04	73.31	-	-	-	-	-	-	-	-	-	-
GPT-4o 2026.02	73.28	77.11	80.47	83.91	76.47	70.19	83.8	66.67	62.19	69.12	49.22
GPT-4o 2026.03	73.28	77.11	80.47	83.91	76.47	70.19	83.8	66.67	62.19	69.12	49.22
GPT-4o 2026.03	73.28	77.11	80.47	83.91	76.47	70.19	83.8	66.67	62.19	69.12	49.22
GPT-4o 2026.03	73.28	77.11	80.47	83.91	76.47	70.19	83.8	66.67	62.19	69.12	49.22
GPT-4o 2026.04	73.28	77.11	80.47	83.91	76.47	70.19	83.8	66.67	62.19	69.12	49.22
GPT-4o 2025.08	73.28	77.11	80.47	83.91	76.47	70.19	83.8	66.67	62.19	69.12	49.22
InternVL3-8B + STRIDE 2026.03	72.45	74.9	78.9	76.7	68.6	77	77.3	77.8	71.5	83	33.2
Claude 3.5 Sonnet 2026.02	72.44	73.33	80.47	84.09	82.02	75.39	79.53	61.11	61.79	69.32	43.09
Claude 3.5 Sonnet 2026.03	72.44	73.33	80.47	84.09	82.02	75.39	79.53	61.11	61.79	69.32	43.09
Claude 3.5 Sonnet 2026.03	72.44	80.49	77.34	82.02	81.73	72.33	75.39	61.11	61.79	69.32	43.09
Claude 3.5 Sonnet 2026.04	72.44	73.33	80.47	84.09	82.02	75.39	79.53	61.11	61.79	69.32	43.09
Claude 3.5 Sonnet 2025.08	72.44	80.49	77.34	82.02	81.73	72.33	75.39	61.11	61.79	69.32	43.09
Thinking-QwenVL 2026.04	71.6	70.27	66.67	80	77.97	79.31	68.66	78.26	68.18	72.31	52.38
LLaVA-OneVision-7B 2026.03	71.12	80.38	74.22	76.03	80.72	72.67	71.65	67.59	65.45	65.72	45.08
LLaVA-OneVision-7B 2026.03	71.12	80.38	74.22	76.03	80.72	72.67	71.65	67.59	65.45	65.72	45.08
LLaVA-OV-7B 2026.03	71.12	80.38	74.22	76.03	80.72	72.67	71.65	67.59	65.45	65.72	45.08
LLaVA-OneVision-7B 2026.04	71.12	-	-	-	-	-	-	-	-	-	-
LLaVA-OneVision 2026.04	71.12	80.38	74.22	76.03	80.72	72.67	71.65	67.59	65.45	65.72	45.08
LLaVA-OneVision 2025.08	71.12	80.38	74.22	76.03	80.72	72.67	71.65	67.59	65.45	65.72	45.08
ColorTrigger 2026.03	70.72	75.07	77.34	72.56	75.64	71.7	70.4	76.85	65.04	66.48	57.98
Qwen3-VL 2026.02	70.2	73.57	71.09	76.34	80.39	65.22	74.77	78.7	67.89	61.47	47.67
Qwen2-VL 2026.02	69.04	75.2	77.45	73.19	82.81	68.32	71.03	72.22	61.19	61.47	46.11
Qwen2-VL-7B 2026.03	69.04	75.2	82.81	73.19	77.45	68.32	71.03	72.22	61.19	61.47	46.11
Qwen2-VL-7B 2026.04	69.04	-	-	-	-	-	-	-	-	-	-
Qwen2-VL 2025.08	69.04	75.2	82.81	73.19	77.45	68.32	71.03	72.22	61.19	61.47	46.11
InternVL3-8B 2026.03	68.71	74.9	82	75.7	61.2	72	67.6	74.1	66.7	78.1	34.2
Dispider 2026.02	67.63	74.92	75.53	74.1	73.08	74.44	59.92	76.14	62.91	62.16	45.8
Dispider-7B 2026.03	67.63	74.92	75.53	74.1	73.08	74.44	59.92	76.14	62.91	62.16	45.8
Dispider-7B 2026.03	67.63	74.92	75.53	74.1	73.08	74.44	59.92	76.14	62.91	62.16	45.8
Dispider 2026.03	67.63	74.92	75.53	74.1	73.08	74.44	59.92	76.14	62.91	62.16	45.8
Dispider-7B 2026.04	67.63	-	-	-	-	-	-	-	-	-	-
Dispider 2026.04	67.63	74.92	75.53	74.1	73.08	74.44	59.92	76.14	62.91	62.16	45.8
Dispider 2025.08	67.63	74.92	75.53	74.1	73.08	74.44	59.92	76.14	62.91	62.16	45.8
MiniCPM-V-2.6 2026.02	67.44	71.93	71.09	77.92	75.82	64.6	65.73	70.37	56.1	62.32	53.37
MiniCPM-V-2.6-8B 2026.03	67.44	71.93	71.09	77.92	75.82	64.6	65.73	70.37	56.1	62.32	53.37
MiniCPM-V 2.6 8B 2026.03	67.44	71.93	71.09	77.92	75.82	64.6	65.73	70.37	56.1	62.32	53.37
MiniCPM-V-2.6 2026.04	67.44	71.93	71.09	77.92	75.82	64.6	65.73	70.37	56.1	62.32	53.37
MiniCPM-V 2.6 2025.08	67.44	71.93	71.09	77.92	75.82	64.6	65.73	70.37	56.1	62.32	53.37
LLaVA-NeXT-Video 2026.02	66.96	78.2	70.31	73.82	76.8	63.35	69.78	57.41	56.1	64.31	38.86
LLaVA-NeXT-Video-32B 2026.03	66.96	78.2	70.31	73.82	76.8	63.35	69.78	57.41	56.1	64.31	38.86
LLaVA-NeXT-Video 2026.04	66.96	78.2	70.31	73.82	76.8	63.35	69.78	57.41	56.1	64.31	38.86
LLaVA-NeXT-Video 2025.08	66.96	78.2	70.31	73.82	76.8	63.35	69.78	57.41	56.1	64.31	38.86
Kangaroo 2026.02	64.6	71.12	84.38	70.66	73.2	67.08	61.68	56.48	55.69	62.04	38.86
Kangaroo-7B 2026.03	64.6	71.12	84.38	70.66	73.2	67.08	61.68	56.48	55.69	62.04	38.86
Kangaroo-7B 2026.03	64.6	71.12	84.38	70.66	73.2	67.08	61.68	56.48	55.69	62.04	38.86
Kangaroo 2026.04	64.6	71.12	84.38	70.66	73.2	67.08	61.68	56.48	55.69	62.04	38.86
Kangaroo 2025.08	64.6	71.12	84.38	70.66	73.2	67.08	61.68	56.48	55.69	62.04	38.86
InternVL-V2 2026.02	63.72	68.12	60.94	69.4	77.12	67.7	62.93	59.26	53.25	54.96	56.48
InternVL-V2-8B 2026.03	63.72	68.12	60.94	69.4	77.12	67.7	62.93	59.26	53.25	54.96	56.48
InternVL-V2-8B 2026.03	63.72	68.12	60.94	69.4	77.12	67.7	62.93	59.26	53.25	54.96	56.48
InternVL2-8B 2026.04	63.72	-	-	-	-	-	-	-	-	-	-
InternVL-V2 2026.04	63.72	68.12	60.94	69.4	77.12	67.7	62.93	59.26	53.25	54.96	56.48
InternVL-V2 2025.08	63.72	68.12	60.94	69.4	77.12	67.7	62.93	59.26	53.25	54.96	56.48
InternVL-3.5-8B grayscale 2026.03	62.08	60.98	78.91	60.88	55.45	65.41	63.24	75	60.16	62.22	55.85
Qwen3-VL-8B 2026.03	60.88	62.7	68	69.7	53.3	67.5	65.1	67.6	48	68	40.9
Gemma3-4B + STRIDE 2026.03	60	66.8	71.9	66.6	57.2	66.5	70.7	60.2	43.1	65	23.8
LongVA 2026.02	59.96	70.03	63.28	61.2	70.92	62.73	59.5	61.11	53.66	54.67	34.72
LongVA-7B 2026.03	59.96	70.03	63.28	61.2	70.92	62.73	59.5	61.11	53.66	54.67	34.72
LongVA-7B 2026.03	59.96	70.03	63.28	61.2	70.92	62.73	59.5	61.11	53.66	54.67	34.72

Human

2026.02

91.46

89.47

92

93.6

91.47

95.65

92.52

88

88.75

89.74

91.3

Human

2026.03

91.46

89.47

92

93.6

91.47

95.65

92.52

88

88.75

89.74

91.3

Human

2026.03

91.46

89.47

92

93.6

91.47

95.65

92.52

88

88.75

89.74

91.3

Human

2026.03

91.46

89.47

92

93.6

91.47

95.65

92.52

88

88.75

89.74

91.3

Human

2026.04

91.46

-

Human

2026.04

91.46

89.47

92

93.6

91.47

95.65

92.52

88

88.75

89.74

91.3

Human

2025.08

91.46

89.47

92

93.6

91.47

95.65

92.52

88

88.75

89.74

91.3

SIMPLESTREAM (Qwen3-VL-8B + 4f)

2026.04

80.59

-

HERMES-7B†

2026.04

79.44

-

SIMPLESTREAM (Qwen2.5-VL-7B + 8f)

2026.04

79.11

-

SIMPLESTREAM (Qwen3-VL-8B + 8f)

2026.04

78.83

-

SIMPLESTREAM (Qwen2.5-VL-7B + 4f)

2026.04

78.47

-

SIMPLESTREAM (Qwen3-VL-8B + 2f)

2026.04

78.31

-

WAT

2026.03

77.7

82.93

78.91

85.49

84.24

76.58

83.8

83.33

73.17

72.44

45.74

StreamForest

2026.02

77.26

83.11

82.81

82.65

84.26

77.5

78.19

76.85

69.11

75.64

54.4

StreamForest-7B

2026.04

77.26

-

InternVL-3.5-8B

2026.03

77.2

83.47

82.03

82.65

84.62

75.47

80.06

81.48

67.89

70.45

59.04

EventMemAgent

2026.02

77

83.92

76.56

87.7

85.29

77.02

79.44

77.78

68.29

72.24

48.7

SIMPLESTREAM (Qwen2.5-VL-7B + 2f)

2026.04

76.39

-

Gemini 1.5 pro

2026.02

75.69

79.02

80.47

83.54

79.67

80

84.74

77.78

64.23

71.95

48.7

Gemini 1.5 pro

2026.03

75.69

79.02

80.47

83.54

79.67

80

84.74

77.78

64.23

71.95

48.7

Gemini 1.5 Pro

2026.03

75.69

79.02

80.47

83.54

79.67

80

84.74

77.78

64.23

71.95

48.7

Gemini 1.5 pro

2026.03

75.69

79.02

80.47

83.54

79.67

80

84.74

77.78

64.23

71.95

48.7

Gemini 1.5 Pro

2026.04

75.69

79.02

80.47

83.54

79.67

80

84.74

77.78

64.23

71.95

48.7

Gemini 1.5 pro

2025.08

75.69

79.02

80.47

83.54

79.67

80

84.74

77.78

64.23

71.95

48.7

TimeChat-Online

2026.02

75.36

80.22

82.03

79.5

83.33

76.1

78.5

78.7

64.63

69.6

57.98

TimeChat-Online-7B

2026.03

75.36

80.22

82.03

79.5

83.33

76.1

78.5

78.7

64.63

69.6

57.98

TimeChat-Online-7B

2026.03

75.36

80.22

82.03

79.5

83.33

76.1

78.5

78.7

64.63

69.6

57.98

TimeChat-Online-7B

2026.03

75.28

80.8

79.7

80.8

83.3

74.8

78.8

78.7

64.2

68.8

58

TimeChat-Online-7B

2026.04

75.28

-

ColorTrigger

2026.03

75.24

81.57

78.91

77.29

84.94

76.1

77.57

81.48

67.48

67.61

56.91

StreamAgent

2026.03

74.31

79.63

78.31

79.28

75.87

74.74

76.92

82.94

66.31

73.69

55.4

StreamAgent

2026.02

74.28

79.63

78.31

79.28

75.87

74.74

76.92

82.94

66.31

73.69

55.4

StreamAgent

2025.08

74.28

79.63

78.31

79.28

75.87

74.74

76.92

82.94

66.31

73.69

55.4

Qwen3-VL-8B + STRIDE

2026.03

74.24

77.1

75

77.3

72.8

76.4

77.9

76.9

69.9

84.3

46.1

QueryStream-7B

2026.03

74.04

82.11

83.59

78.23

82.69

75.47

80.06

79.63

63.01

67.9

42.55

Qwen3-VL-8B + Baseline-AR

2026.03

73.79

79

72.7

85.5

70.8

73.3

76.6

81.5

63.4

80.7

44.6

Qwen2.5-VL-7B

2026.03

73.68

78.32

80.47

78.86

80.45

76.73

78.5

79.63

63.41

66.19

53.19

Qwen2.5-VL-7B

2026.03

73.68

78.32

80.47

78.86

80.45

76.73

78.5

79.63

63.41

66.19

53.19

Qwen2.5-VL

2026.04

73.68

78.32

80.47

78.86

80.45

76.73

78.5

79.63

63.41

66.19

53.19

Qwen2.5-VL-7B

2026.04

73.31

-

GPT-4o

2026.02

73.28

77.11

80.47

83.91

76.47

70.19

83.8

66.67

62.19

69.12

49.22

GPT-4o

2026.03

73.28

77.11

80.47

83.91

76.47

70.19

83.8

66.67

62.19

69.12

49.22

GPT-4o

2026.03

73.28

77.11

80.47

83.91

76.47

70.19

83.8

66.67

62.19

69.12

49.22

GPT-4o

2026.03

73.28

77.11

80.47

83.91

76.47

70.19

83.8

66.67

62.19

69.12

49.22

GPT-4o

2026.04

73.28

77.11

80.47

83.91

76.47

70.19

83.8

66.67

62.19

69.12

49.22

GPT-4o

2025.08

73.28

77.11

80.47

83.91

76.47

70.19

83.8

66.67

62.19

69.12

49.22

InternVL3-8B + STRIDE

2026.03

72.45

74.9

78.9

76.7

68.6

77

77.3

77.8

71.5

83

33.2

Claude 3.5 Sonnet

2026.02

72.44

73.33

80.47

84.09

82.02

75.39

79.53

61.11

61.79

69.32

43.09

Claude 3.5 Sonnet

2026.03

72.44

73.33

80.47

84.09

82.02

75.39

79.53

61.11

61.79

69.32

43.09

Claude 3.5 Sonnet

2026.03

72.44

80.49

77.34

82.02

81.73

72.33

75.39

61.11

61.79

69.32

43.09

Claude 3.5 Sonnet

2026.04

72.44

73.33

80.47

84.09

82.02

75.39

79.53

61.11

61.79

69.32

43.09

Claude 3.5 Sonnet

2025.08

72.44

80.49

77.34

82.02

81.73

72.33

75.39

61.11

61.79

69.32

43.09

Thinking-QwenVL

2026.04

71.6

70.27

66.67

80

77.97

79.31

68.66

78.26

68.18

72.31

52.38

LLaVA-OneVision-7B

2026.03

71.12

80.38

74.22

76.03

80.72

72.67

71.65

67.59

65.45

65.72

45.08

LLaVA-OneVision-7B

2026.03

71.12

80.38

74.22

76.03

80.72

72.67

71.65

67.59

65.45

65.72

45.08

LLaVA-OV-7B

2026.03

71.12

80.38

74.22

76.03

80.72

72.67

71.65

67.59

65.45

65.72

45.08

LLaVA-OneVision-7B

2026.04

71.12

-

LLaVA-OneVision

2026.04

71.12

80.38

74.22

76.03

80.72

72.67

71.65

67.59

65.45

65.72

45.08

LLaVA-OneVision

2025.08

71.12

80.38

74.22

76.03

80.72

72.67

71.65

67.59

65.45

65.72

45.08

ColorTrigger

2026.03

70.72

75.07

77.34

72.56

75.64

71.7

70.4

76.85

65.04

66.48

57.98

Qwen3-VL

2026.02

70.2

73.57

71.09

76.34

80.39

65.22

74.77

78.7

67.89

61.47

47.67

Qwen2-VL

2026.02

69.04

75.2

77.45

73.19

82.81

68.32

71.03

72.22

61.19

61.47

46.11

Qwen2-VL-7B

2026.03

69.04

75.2

82.81

73.19

77.45

68.32

71.03

72.22

61.19

61.47

46.11

Qwen2-VL-7B

2026.04

69.04

-

Qwen2-VL

2025.08

69.04

75.2

82.81

73.19

77.45

68.32

71.03

72.22

61.19

61.47

46.11

InternVL3-8B

2026.03

68.71

74.9

82

75.7

61.2

72

67.6

74.1

66.7

78.1

34.2

Dispider

2026.02

67.63

74.92

75.53

74.1

73.08

74.44

59.92

76.14

62.91

62.16

45.8

Dispider-7B

2026.03

67.63

74.92

75.53

74.1

73.08

74.44

59.92

76.14

62.91

62.16

45.8

Dispider-7B

2026.03

67.63

74.92

75.53

74.1

73.08

74.44

59.92

76.14

62.91

62.16

45.8

Dispider

2026.03

67.63

74.92

75.53

74.1

73.08

74.44

59.92

76.14

62.91

62.16

45.8

Dispider-7B

2026.04

67.63

-

Dispider

2026.04

67.63

74.92

75.53

74.1

73.08

74.44

59.92

76.14

62.91

62.16

45.8

Dispider

2025.08

67.63

74.92

75.53

74.1

73.08

74.44

59.92

76.14

62.91

62.16

45.8

MiniCPM-V-2.6

2026.02

67.44

71.93

71.09

77.92

75.82

64.6

65.73

70.37

56.1

62.32

53.37

MiniCPM-V-2.6-8B

2026.03

67.44

71.93

71.09

77.92

75.82

64.6

65.73

70.37

56.1

62.32

53.37

MiniCPM-V 2.6 8B

2026.03

67.44

71.93

71.09

77.92

75.82

64.6

65.73

70.37

56.1

62.32

53.37

MiniCPM-V-2.6

2026.04

67.44

71.93

71.09

77.92

75.82

64.6

65.73

70.37

56.1

62.32

53.37

MiniCPM-V 2.6

2025.08

67.44

71.93

71.09

77.92

75.82

64.6

65.73

70.37

56.1

62.32

53.37

LLaVA-NeXT-Video

2026.02

66.96

78.2

70.31

73.82

76.8

63.35

69.78

57.41

56.1

64.31

38.86

LLaVA-NeXT-Video-32B

2026.03

66.96

78.2

70.31

73.82

76.8

63.35

69.78

57.41

56.1

64.31

38.86

LLaVA-NeXT-Video

2026.04

66.96

78.2

70.31

73.82

76.8

63.35

69.78

57.41

56.1

64.31

38.86

LLaVA-NeXT-Video

2025.08

66.96

78.2

70.31

73.82

76.8

63.35

69.78

57.41

56.1

64.31

38.86

Kangaroo

2026.02

64.6

71.12

84.38

70.66

73.2

67.08

61.68

56.48

55.69

62.04

38.86

Kangaroo-7B

2026.03

64.6

71.12

84.38

70.66

73.2

67.08

61.68

56.48

55.69

62.04

38.86

Kangaroo-7B

2026.03

64.6

71.12

84.38

70.66

73.2

67.08

61.68

56.48

55.69

62.04

38.86

Kangaroo

2026.04

64.6

71.12

84.38

70.66

73.2

67.08

61.68

56.48

55.69

62.04

38.86

Kangaroo

2025.08

64.6

71.12

84.38

70.66

73.2

67.08

61.68

56.48

55.69

62.04

38.86

InternVL-V2

2026.02

63.72

68.12

60.94

69.4

77.12

67.7

62.93

59.26

53.25

54.96

56.48

InternVL-V2-8B

2026.03

63.72

68.12

60.94

69.4

77.12

67.7

62.93

59.26

53.25

54.96

56.48

InternVL-V2-8B

2026.03

63.72

68.12

60.94

69.4

77.12

67.7

62.93

59.26

53.25

54.96

56.48

InternVL2-8B

2026.04

63.72

-

InternVL-V2

2026.04

63.72

68.12

60.94

69.4

77.12

67.7

62.93

59.26

53.25

54.96

56.48

InternVL-V2

2025.08

63.72

68.12

60.94

69.4

77.12

67.7

62.93

59.26

53.25

54.96

56.48

InternVL-3.5-8B grayscale

2026.03

62.08

60.98

78.91

60.88

55.45

65.41

63.24

75

60.16

62.22

55.85

Qwen3-VL-8B

2026.03

60.88

62.7

68

69.7

53.3

67.5

65.1

67.6

48

68

40.9

Gemma3-4B + STRIDE

2026.03

60

66.8

71.9

66.6

57.2

66.5

70.7

60.2

43.1

65

23.8

LongVA

2026.02

59.96

70.03

63.28

61.2

70.92

62.73

59.5

61.11

53.66

54.67

34.72

LongVA-7B

2026.03

59.96

70.03

63.28

61.2

70.92

62.73

59.5

61.11

53.66

54.67

34.72

LongVA-7B

2026.03

59.96

70.03

63.28

61.2

70.92

62.73

59.5

61.11

53.66

54.67

34.72

Real-time Visual Understanding on StreamingBench

Evaluation Results