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Video Question Answering on EgoSchema subset

81Accuracy

VideoHV-Agent

Updated 21d ago

Evaluation Results

Method	Links
VideoHV-Agent 2026.03		81
VideoAgent2 2026.03		80.6
VideoMultiAgents 2025.04		75.4
VideoMultiAgents 2026.03		75.4
ProVCA 2026.04		74.2
InternVL-3 + A.I.R. 2025.10		72.2
Lifelong Memory 2025.04		72
LifelongMemory 2026.03		72
InternVL-3 2025.10		71.6
InternVL-3 + MDP3 2025.10		70
AKEYS 2025.03		68.6
Tarsier 2025.04		68.6
Tarsier 2026.03		68.6
LVNet 2025.03		68.2
LVNet 2025.04		68.2
LVNet 2024.05		68.2
LVNet 2026.03		68.2
LVNet 2026.04		68.2
AKEYS 2025.03		68
Qwen2-VL-Instruct 2024.12		66.7
T* 2025.10		66.6
DrVideo 2025.10		66.4
DrVideo 2026.04		66.4
LangRepo 2025.03		66.2
VideoTree 2025.03		66.2
VideoTree 2025.04		66.2
LangRepo 2024.05		66.2
VIDEOTREE 2024.05		66.2
VideoTree 2026.03		66.2
VideoTree 2025.10		66.2
LangRepo 2026.04		66.2
VideoTree 2026.04		66.2
Hu et al. (2025) 2025.10		65.9
LifelongMemory 2025.03		64.1
LifelongMemory 2024.05		64.1
LLaVA-OneVision 32 frames + BOLT 2025.03		64
LLaVA-OneVision + BOLT 2025.10		64
VideoAgent 2024.05		63.8
VideoChat2 2025.03		63.6
LLaVA-OneVision + A.I.R. 2025.10		63.2
MI-Pruner 2026.05		63
VideoAgent [6] 2025.03		62.8
VideoAgent 2026.04		62.8
QwenVL-2.5 + A.I.R. 2025.10		62.4
LLaVA-OneVision 8 frames + BOLT 2025.03		62.2
LLaVA-OneVision 32 frames 2025.03		62.2
LLaVA-OneVision 8 frames 2025.03		62
LLaVA-OneVision 16 frames + BOLT 2025.03		61.8
LLaVA-OneVision 2025.10		61.8
QwenVL-2.5 + MDP3 2025.10		61.6
LLaVA-OneVision 16 frames 2025.03		61.4
LLoVi 2025.03		61.2
LLoVi 2024.05		61.2
LLoVi 2026.04		61.2
EchoPrune 2026.05		61.2
Random 2026.05		61
FlashVID 2026.05		61
LLaVA-OneVision + MDP3 2025.10		60.8
Qwen2.5VL-7B 2026.05		60.6
MVU 2025.03		60.3
MVU 2024.05		60.3
MVU 2025.10		60.3
MVU 2026.04		60.3
VideoAgent [38] 2025.03		60.2
VideoAgent 2024.05		60.2
VideoAgent 2026.03		60.2
VideoAgent 2025.10		60.2
VideoAgent 2026.04		60.2
LLaVAOneVision-7B 2024.09		60.1
LLAVA-OV 2024.12		60.1
IG-VLM 2025.03		59.8
IG-VLM 2024.05		59.8
IG-VLM 2026.04		59.8
QwenVL-2.5 2025.10		59.4
HCQA 2025.04		58.8
HCQA 2026.03		58.8
LLaVA-NeXT-INST-IT 2024.12		57.8
TS-LLAVA 2026.03		57.8
LLoVi 2024.05		57.6
LLaVA-Video 2024.12		57.3
Vamos (GPT-4o) 2023.11		57.2
MM1.5-Video-7B 2024.09		57.2
ProViQ 2025.03		57.1
ProViQ 2024.05		57.1
FlashVID 2026.05		56.2
MI-Pruner 2026.05		55.8
EchoPrune 2026.05		55.4
Random 2026.05		55.2
Qwen2.5VL-3B 2026.05		53.8
VILA-1.5 + Frame-Voyager 2025.10		53.6
VILA-1.5 + A.I.R. 2025.10		53.6
VILA-1.5 2025.10		52.8
MM1.5-Video-3B 2024.09		52.4
Video-LLaMA2-7B 2024.09		51.7
Vamos (GPT-4) 2023.11		51.2
Vamos 2025.03		51.2
Vamos 2024.05		51.2
MM1.5-Video-1B 2024.09		51
VILA-1.5 + MDP3 2025.10		51
LLaVA-NeXT-INST-IT 2024.12		50.4

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