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Object Hallucination Evaluation on POPE (Accuracy Only)

92Accuracy

SPOT-E

Updated 25d ago

Evaluation Results

Method	Links
SPOT-E 2026.06		92
SPOT-E 2026.06		91.6
InternVL3-8B 2026.06		91.1
InternVL2.5-26B 2026.06		90.8
CLSE local 2026.06		90.7
CLSE global 2026.06		90.6
Vanilla 2026.06		90.5
CLSE local 2026.06		90.5
CLSE global 2026.06		90.5
FastV 2026.06		90.4
SPOT-E 2026.06		90
BF16 2026.06		89.92
CLSE local 2026.06		89.7
CLSE global 2026.06		89.6
SPOT-E 2026.06		89.5
MODE 2026.06		89.44
FastV 2026.06		89.4
MC-MoE 2026.06		89.21
FP16 2026.06		89.14
SPOT-E 2026.06		89
InternVL2.5-8B 2026.06		89
VEQ-ME 2026.06		88.96
Vanilla 2026.06		88.9
Qwen3-VL-32B 2026.06		88.9
MBQ 2026.06		88.85
Speed-Q 2026.06		88.82
Vanilla 2026.06		88.8
GPTQ 2026.06		88.79
MoEQuant 2026.06		88.69
LLaVA-1.5 + PADL+ (8×) 2026.06		88.5
GeMoE 2026.06		88.38
Qwen2.5-VL-32B 2026.06		88.3
AdaMoE 2026.06		88.27
SPOT-E 2026.06		88.2
SharQ 2026.06		88.2
SPOT-E 2026.06		88.1
Qwen3-VL 2026.06		88
SPOT-E 2026.06		87.9
DYNMoE 2026.06		87.84
NVFP4 2026.06		87.73
LLaVA-1.5 + FreePruner 2026.06		87.7
PDrop 2026.06		87.6
Top-p 2026.06		87.54
LLaVA-OV-72B 2026.06		87.5
VTW 2026.06		87.4
Janus-Pro 2026.06		87.4
SPOT-E 2026.06		87.4
ARM 2026.06		87.3
Qwen2-VL-2B 2025.06		87.3
LaTtE-Flow 2025.06		87.3
MODE 2026.06		87.28
Qwen3-VL-8B 2026.06		87.2
BF16 2026.06		87.17
VTW 2026.06		87.1
PDrop+Reroute 2026.06		87.1
MODE 2026.06		87.1
LLaVA-NeXT-7B + MIRROR 2026.06		87.1
ALVTS 2026.06		87.09
Janus 2025.06		87
Vanilla 2026.06		86.91
GPT-4o 2026.06		86.9
SPOT-E 2026.06		86.9
SPOT-E 2026.06		86.9
MoEQuant 2026.06		86.84
MBQ 2026.06		86.73
VEQ-ME 2026.06		86.72
VisPruner 2026.06		86.7
LLaVA-NeXT-7B 2026.06		86.7
ALVTS 2026.06		86.58
MC-MoE 2026.06		86.53
V-Skip 2026.06		86.5
DCP-Prune 2026.06		86.5
SPOT-E 2026.06		86.5
LLaVA-1.5 + PruMerge 2026.06		86.5
Vanilla 2026.06		86.5
LLaVA-NeXT-13B + MIRROR 2026.06		86.5
LLaVA-NeXT-7B 2026.06		86.41
LLaVA-NeXT-7B 2026.06		86.4
VTW 2026.06		86.4
LLaVA-NeXT-13B 2026.06		86.4
Qwen2.5-VL-7B 2026.06		86.4
Qwen2.5-VL-7B 2026.06		86.4
Speed-Q 2026.06		86.32
V-Skip 2026.06		86.3
Qwen2.5-VL-7B 2026.06		86.3
LLaVA-1.5-7B + MIRROR 2026.06		86.3
ShortV 2026.06		86.2
ShortV 2026.06		86.2
VTW 2026.06		86.2
V-Skip 2026.06		86.2
Janus Pro 2025.06		86.2
LLaVA-NeXT-13B 2026.06		86.2
Vanilla 2026.06		86.1
GPTQ 2026.06		86.06
Gemini-2.5-Flash 2026.06		86
PriorTR 2026.06		86
LLaVA-1.5-13B + MIRROR 2026.06		86
Vanilla 2026.06		85.9
LLaVA-1.5 2026.06		85.9
Vanilla 2026.06		85.9

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