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ResearchFormerly WizWand

Object Hallucination Evaluation on POPE (Accuracy)

87.6Accuracy (POPE)CDPruner
75.84878.89981.9585.001Jun 30, 2026Jul 1, 2026Jul 2, 2026Jul 4, 2026Jul 5, 2026Jul 6, 2026Jul 8, 2026
Updated 3mo ago

Evaluation results

MethodLinks
CDPrunerVisual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.0787.6
AnchorPruneVisual Token Budget=160, Token Reduction Ratio=↓ 94.4%, Base Model=LLaVA-NeXT-7B2026.0787.5
CDPrunerBackbone=LLaVA-1.5-7B, Visual Token Budget=322026.0787.5
EADPRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0787.4
CDPrunerVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.0787.4
CDPrunerRetain Tokens=128, Pruning Ratio=77.8%2026.0787.3
CDPrunerBackbone=LLaVA-1.5-7B, Visual Token Budget=642026.0787.3
EADPRetain Tokens=128, Pruning Ratio=77.8%2026.0787.2
AnchorPruneVisual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.0787.2
CDPrunerRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0787.1
CDPrunerRetain Tokens=32, Pruning Ratio=94.4%2026.0787.1
CDPrunerBackbone=LLaVA-1.5-7B, Visual Token Budget=1282026.0787.1
CDPrunerRetain Tokens=64, Pruning Ratio=88.9%2026.0787
DivPruneRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0786.9
EADPRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0786.9
LLaVA-NeXT-7BRetained Tokens=2,880, Token Reduction Ratio=100%2026.0786.8
CDPrunerRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0786.8
DivPruneRetain Tokens=128, Pruning Ratio=77.8%2026.0786.8
DivPruneBackbone=LLaVA-1.5-7B, Visual Token Budget=1282026.0786.8
AnchorPruneBackbone=LLaVA-1.5-7B, Visual Token Budget=1282026.0786.8
EADPRetain Tokens=32, Pruning Ratio=94.4%2026.0786.7
CDPrunerVisual Token Budget=160, Token Reduction Ratio=↓ 94.4%, Base Model=LLaVA-NeXT-7B2026.0786.7
Qwen2.5-VL-7BToken Retention Rate=100%, Backbone=Qwen2.5-VL-7B, Resolution Strategy=Dynamic Resolution2026.0686.6
LLaVA-SPLLM=Vicuna-7B, Resolution=3362026.0786.6
EADPRetain Tokens=64, Pruning Ratio=88.9%2026.0786.5
LLaVA-NeXT-7BVisual Token Budget=2880, Token Reduction Ratio=100%, Base Model=LLaVA-NeXT-7B2026.0786.4
AnchorPruneVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.0786.4
FastVToken Retention Rate=50%, Backbone=Qwen2.5-VL-7B, Resolution Strategy=Dynamic Resolution2026.0686.3
CDPrunerRetained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0786.3
VisionZipRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0786.2
TrustLLaVALLM=Vicuna-7B, Resolution=3362026.0786.1
EADPRetained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0786
VisionZipVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.0786
TRIMRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0785.9
LLaVA-1.5-7BRetain Tokens=576, Pruning Ratio=0%2026.0785.9
LLaVA-1.5LLM=Vicuna-7B, Resolution=3362026.0785.9
Qwen3-VL-8BFine-tuning setting=LoRA2026.0785.81
LLaVA-1.5LLM=Vicuna-7B, Resolution=3362026.0785.8
LLaVA-1.5-7BBackbone=LLaVA-1.5-7B, Visual Token Budget=5762026.0785.8
AnchorPruneBackbone=LLaVA-1.5-7B, Visual Token Budget=642026.0785.8
CDPrunerToken Retention Rate=50%, Backbone=Qwen2.5-VL-7B, Resolution Strategy=Dynamic Resolution2026.0685.7
SparseVLMRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0785.7
DARTRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0785.7
TRIMRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0785.7
PruMerge+Retained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0785.5
TRIMRetain Tokens=128, Pruning Ratio=77.8%2026.0785.5
DivPruneRetain Tokens=64, Pruning Ratio=88.9%2026.0785.5
DivPruneBackbone=LLaVA-1.5-7B, Visual Token Budget=642026.0785.5
Qwen3-VL-8BFine-tuning setting=CPO2026.0785.43
HiPruneRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0785.3
TRIMRetain Tokens=64, Pruning Ratio=88.9%2026.0785.3
TrustLLaVA (MLP)LLM=Vicuna-7B, Resolution=3362026.0785.3
AnchorPruneBackbone=LLaVA-1.5-7B, Visual Token Budget=322026.0785.3
VisionZipToken Retention Rate=50%, Backbone=Qwen2.5-VL-7B, Resolution Strategy=Dynamic Resolution2026.0685
SparseVLMBackbone=LLaVA-1.5-7B, Visual Token Budget=1282026.0785
ERAToken Retention Rate=50%, Backbone=Qwen2.5-VL-7B, Resolution Strategy=Dynamic Resolution2026.0684.9
VisionZipRetain Tokens=128, Pruning Ratio=77.8%2026.0784.8
DivPruneRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0784.7
SparseVLMVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.0784.7
PyramidDropVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.0784.6
TRIMRetained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0784.4
TRIMRetain Tokens=32, Pruning Ratio=94.4%2026.0784.2
ERAToken Retention Rate=20%, Backbone=Qwen2.5-VL-7B, Resolution Strategy=Dynamic Resolution2026.0683.4
SparseVLMRetain Tokens=128, Pruning Ratio=77.8%2026.0783.3
PDropRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0783.2
PruMerge+Retain Tokens=128, Pruning Ratio=77.8%2026.0783.2
Qwen3-VL-8BFine-tuning setting=GSPO2026.0783.2
VisionZipBackbone=LLaVA-1.5-7B, Visual Token Budget=1282026.0783.1
FastVToken Retention Rate=20%, Backbone=Qwen2.5-VL-7B, Resolution Strategy=Dynamic Resolution2026.0682.9
VisionZipRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0782.9
HiPruneRetain Tokens=128, Pruning Ratio=77.8%2026.0782.8
FastVVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.0782.6
Qwen3-VL-8BFine-tuning setting=GRPO2026.0782.51
VisionZipVisual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.0782.2
Qwen3-VL-8BFine-tuning setting=FFT2026.0782.02
DivPruneBackbone=LLaVA-1.5-7B, Visual Token Budget=322026.0781.9
VisionZipToken Retention Rate=20%, Backbone=Qwen2.5-VL-7B, Resolution Strategy=Dynamic Resolution2026.0681.8
DivPruneRetain Tokens=32, Pruning Ratio=94.4%2026.0781.5
DARTRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0781.4
ERAToken Retention Rate=10%, Backbone=Qwen2.5-VL-7B, Resolution Strategy=Dynamic Resolution2026.0681.3
DARTRetain Tokens=128, Pruning Ratio=77.8%2026.0781.2
SparseVLMVisual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.0781.2
PruMerge+Backbone=LLaVA-1.5-7B, Visual Token Budget=1282026.0781
CDPrunerToken Retention Rate=20%, Backbone=Qwen2.5-VL-7B, Resolution Strategy=Dynamic Resolution2026.0680.4
FastVRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0780
DivPruneRetained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0780
DivPruneVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.0779.6
PruMerge+Retained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0779.1
HiPruneRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0778.9
PyramidDropBackbone=LLaVA-1.5-7B, Visual Token Budget=1282026.0778.8
PDropRetain Tokens=128, Pruning Ratio=77.8%2026.0777.9
VisionZipRetain Tokens=64, Pruning Ratio=88.9%2026.0777.9
SparseVLMRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0777.8
PyramidDropVisual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.0777.8
VisionZipToken Retention Rate=10%, Backbone=Qwen2.5-VL-7B, Resolution Strategy=Dynamic Resolution2026.0677.7
SparseVLMBackbone=LLaVA-1.5-7B, Visual Token Budget=642026.0777.5
DARTRetained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0777.2
VisionZipBackbone=LLaVA-1.5-7B, Visual Token Budget=642026.0777.1
Qwen3-VL-8BFine-tuning setting=Base2026.0776.73
PruMerge+Retain Tokens=64, Pruning Ratio=88.9%2026.0776.3