Multi-image Understanding on MMIU
55.8AccuracyInternVL2.5-78B
Evaluation results
| Method | Links | |
|---|---|---|
| InternVL2.5-78BModel Name=InternVL2.5-78B2024.12 | 55.8 | |
| GPT-4oModel Category=Closed-Source MLLMs2026.01 | 55.7 | |
| GPT-4o-20240513Model Name=GPT-4o-202405132024.12 | 55.7 | |
| InternVL2.5-38BModel Name=InternVL2.5-38B2024.12 | 55.3 | |
| GeM-VG2026.01 | 55.01 | |
| Migician2026.01 | 54.89 | |
| Qwen2-VL-7BParameters=7B2026.01 | 54.36 | |
| Claude-3.5-SonnetModel Name=Claude-3.5-Sonnet2024.12 | 53.4 | |
| Gemini-1.5-ProModel Name=Gemini-1.5-Pro2024.12 | 53.4 | |
| DAPO (Ours)Model Category=Multi-image/Video Enhancing MLLMs, Training Strategy=DAPO2026.01 | 53.3 | |
| UniVG-R1Model Version=R12026.01 | 53.03 | |
| VISCModel Category=Multi-image/Video Enhancing MLLMs, Parameter Scale=7B2026.01 | 52.8 | |
| Qwen2VL-7BModel Size=7B2026.01 | 52.6 | |
| DPS (Ours)Model Category=Multi-image/Video Enhancing MLLMs, Training Strategy=DPS2026.01 | 52.2 | |
| Two-stage RL (Ours)Model Category=Multi-image/Video Enhancing MLLMs, Training Strategy=Two-stage RL (DPS and annealing)2026.01 | 52.2 | |
| Qwen2.5-VLModel Category=Open-Source General MLLMs, Parameter Scale=7B2026.01 | 50.6 | |
| MiniCPM-V 2.6Version=2.62026.01 | 50.19 | |
| OursTraining=RL-enhanced2025.07 | 49.93 | |
| InternVL2.5-26BModel Name=InternVL2.5-26B2024.12 | 49.4 | |
| Qwen2.5-VL-7B + SFTTraining=SFT2025.07 | 48.21 | |
| InternVL2-40BModel Name=InternVL2-40B2024.12 | 47.9 | |
| Qwen2.5-VL-7BModel Size=7B2025.07 | 47.52 | |
| LLaVA-NeXT-InterleaveModel Category=Multi-image/Video Enhancing MLLMs, Parameter Scale=7B2026.01 | 47.3 | |
| InternVL2.5Model Category=Open-Source General MLLMs, Parameter Scale=8B2026.01 | 46.7 | |
| InternVL2.5-8BModel Name=InternVL2.5-8B2024.12 | 46.7 | |
| Mantis-Idefics2Model Category=Multi-image/Video Enhancing MLLMs, Parameter Scale=8B2026.01 | 45.6 | |
| Mantis2026.01 | 45.6 | |
| Ours (masked) (LLaVA-OV-7B)Model Size=7B, Backbone=LLaVA-OV, Attention Masking=True2026.01 | 45.5 | |
| LLaVA-OV-7BModel Size=7B2026.01 | 45 | |
| TW-GRPOModel Category=Multi-image/Video Enhancing MLLMs, Parameter Scale=7B2026.01 | 44.9 | |
| VideoRFTModel Category=Multi-image/Video Enhancing MLLMs, Parameter Scale=7B2026.01 | 44.5 | |
| LLaVA-OV-7BParameters=7B2026.01 | 44.46 | |
| InternVL2-Llama3-76BModel Size=76B, Backbone=Llama32026.01 | 44.2 | |
| InternVL2-Llama3-76BModel Name=InternVL2-Llama3-76B2024.12 | 44.2 | |
| InternVL2.5-4BModel Name=InternVL2.5-4B2024.12 | 43.8 | |
| InternVL2.5-2BModel Name=InternVL2.5-2B2024.12 | 43.5 | |
| InternVL2-4BModel Name=InternVL2-4B2024.12 | 43.3 | |
| InternVL2-26BModel Name=InternVL2-26B2024.12 | 42.6 | |
| InternVL2-8BParameters=8B2026.01 | 42 | |
| InternVL2-8BModel Name=InternVL2-8B2024.12 | 42 | |
| LLaVA-OneVisionModel Category=Open-Source General MLLMs, Parameter Scale=7B2026.01 | 40.3 | |
| InternVL2-2BModel Name=InternVL2-2B2024.12 | 39.8 | |
| mPLUG-Owl3Model Category=Multi-image/Video Enhancing MLLMs, Parameter Scale=8B2026.01 | 39.7 | |
| Ours (LLaVA-OV-1.5B)Model Size=1.5B, Backbone=LLaVA-OV, Attention Masking=False2026.01 | 38.9 | |
| Qwen2VL-2BModel Size=2B2026.01 | 38.7 | |
| InternVL2.5-1BModel Name=InternVL2.5-1B2024.12 | 38.5 | |
| InternVL-Chat-V1.5Model Name=InternVL-Chat-V1.52024.12 | 37.4 | |
| InternVL2-1BModel Name=InternVL2-1B2024.12 | 37.3 | |
| Ours (LLaVA-OV-0.5B)Model Size=0.5B, Backbone=LLaVA-OV, Attention Masking=False2026.01 | 37.2 | |
| InternVL2-8BModel Size=8B2026.01 | 36.8 | |
| Ours (masked) (LLaVA-OV-0.5B)Model Size=0.5B, Backbone=LLaVA-OV, Attention Masking=True2026.01 | 36.3 | |
| Ours (masked) (LLaVA-OV-1.5B)Model Size=1.5B, Backbone=LLaVA-OV, Attention Masking=True2026.01 | 35.5 | |
| VISOR2026.03 | 34.5 | |
| LLaVA-OV-0.5BModel Size=0.5B2026.01 | 34.2 | |
| LLaVA2026.03 | 34.2 | |
| LLaVA-OV-1.5BModel Size=1.5B2026.01 | 33.4 | |
| VILA1.5Model Category=Open-Source General MLLMs, Parameter Scale=8B2026.01 | 32.5 | |
| Idefics2-8BParameters=8B2026.01 | 27.8 | |
| OpenFlamingo-v2Model Category=Open-Source General MLLMs, Parameter Scale=9B2026.01 | 23.7 | |
| CogVLM2026.01 | 23.57 | |
| LLaVA 1.6Model Category=Open-Source General MLLMs, Parameter Scale=7B2026.01 | 22.2 | |
| mPLUG-Owl32026.01 | 21.72 | |
| LLaVA-v1.5-7BModel Size=7B2026.01 | 19.2 | |
| LLaVA-1.52026.01 | 19.2 | |
| InternVL2-2BModel Size=2B2026.01 | 13.6 |