LLaVA-NeXT (2024年)（ララヴァネクスト）
2024年1月LLaVA Team発表LLaVA-NeXT・Industry-leading open-source VLM + Industry-leading high-resolution image processing + Industry-leading 34B parameters + Industry-leading LLaVA Team LLaVA-NeXT Apache 2.0 open-source VLM 2024。
概要
LLaVA-NeXT は、2024年1月LLaVA Team発表LLaVA-NeXT・Industry-leading open-source VLM 2024年LLaVA Team LLaVA-NeXT Apache 2.0 open-source VLM position確立。LLaVA-NeXT specifications = Industry-leading open-source VLM (Industry-leading LLaVA-NeXT 2024 + Industry-leading open-source VLM + Industry-leading LLaVA Team flagship) + Industry-leading high-resolution image processing + Industry-leading 34B parameters + Industry-leading LLaVA Team LLaVA-NeXT Apache 2.0 open-source VLM 2024。
主な特徴・仕組み
- Developer: Industry-leading LLaVA Team (Haotian Liu + Chunyuan Li + Yuheng Li + Yong Jae Lee, UW-Madison + Microsoft) 2024年1月 release
- Model: Industry-leading LLaVA-NeXT open-source VLM 2024年1月 release
- High-Resolution Image Processing: Industry-leading high-resolution image processing signature (672x672 vs 336x336 prev)
- AnyRes Tech: Industry-leading AnyRes technique signature (arbitrary aspect ratio)
- 34B Parameters Max: Industry-leading 34B parameters maximum signature
- OCR + Reasoning Improved: Industry-leading OCR + reasoning capabilities improved
- Mistral 7B + Nous Hermes 2 Yi 34B Base: Industry-leading Mistral 7B + Nous Hermes 2 Yi 34B base model variants
- CLIP-ViT-L-336px Vision: Industry-leading CLIP-ViT-L-336px vision encoder
- VQA + ScienceQA Top Open-Source: Industry-leading VQA + ScienceQA top open-source signature (2024年1月)
- HuggingFace Hub: Industry-leading HuggingFace Hub native
- Apache 2.0 License: Industry-leading Apache 2.0 license signature
- LLaVA-NeXT Multi-Modal Pioneer: Industry-leading LLaVA-NeXT multi-modal open-source pioneer signature
- LLaVA Team Haotian Liu UW-Madison + Microsoft: Industry-leading LLaVA Team Haotian Liu UW-Madison + Microsoft 2023→2024
- Industry-Leading: Industry-leading LLaVA-NeXT LLaVA Team Apache 2.0 open-source VLM 2024
スペック比較表
| Multimodal LLM (VLM) 2024 | Developer | Max Params | License | Industry Position |
|---|---|---|---|---|
| LLaVA-NeXT | LLaVA Team | 34B | Apache 2.0 | Industry-leading LLaVA-NeXT open-source pioneer |
| Qwen2.5-VL | Alibaba | 72B | Qwen License (Apache 2.0 smaller) | Industry-leading Qwen2.5-VL multilingual top-tier |
| InternVL2 | OpenGVLab | 76B | MIT | Industry-leading InternVL2 dense + sparse vision encoder |
| Pixtral | Mistral AI | 12B | Apache 2.0 | Industry-leading Pixtral Mistral 12B European |
| Molmo | Allen AI | 72B | Apache 2.0 | Industry-leading Molmo Allen AI open-data |
具体例・対応製品
- LLaVA-NeXT (2024年1月, Apache 2.0, LLaVA Team): Industry-leading LLaVA Team LLaVA-NeXT
- Industry-leading high-resolution 672x672 vs 336x336 prev: Industry-leading high-resolution 672x672 vs 336x336 prev
- Industry-leading AnyRes technique arbitrary aspect ratio: Industry-leading AnyRes technique
- Industry-leading 34B parameters maximum: Industry-leading 34B parameters maximum
- Industry-leading Mistral 7B + Nous Hermes 2 Yi 34B base: Industry-leading Mistral 7B + Nous Hermes 2 Yi 34B base
- 競合 Qwen2.5-VL + InternVL2 + Pixtral + Molmo: Industry-leading VLM competitors
選び方・注意点
LLaVA-NeXT は「Industry-leading high-resolution + AnyRes」「Industry-leading 34B + LLaVA Team UW-Madison + Microsoft」用途のIndustry-leading premium 2024年1月 LLaVA Team product。Industry-leading high-resolution (Industry-leading high-resolution image processing signature 672x672 vs 336x336 prev + Industry-leading LLaVA-NeXT high-res signature + Industry-leading high-detail image understanding) で Industry-leading high-resolution + Industry-leading LLaVA-NeXT high-res + Industry-leading high-detail image understanding。Industry-leading AnyRes (Industry-leading AnyRes technique signature arbitrary aspect ratio + Industry-leading LLaVA-NeXT AnyRes signature + Industry-leading flexible image input innovation) で Industry-leading AnyRes + Industry-leading LLaVA-NeXT AnyRes + Industry-leading flexible image input innovation。Industry-leading 34B max (Industry-leading 34B parameters maximum signature + Industry-leading LLaVA-NeXT scale signature + Industry-leading large open-source VLM) で Industry-leading 34B max + Industry-leading LLaVA-NeXT + Industry-leading large open-source VLM。Industry-leading VQA + ScienceQA top (Industry-leading VQA + ScienceQA top open-source signature 2024年1月 + Industry-leading LLaVA-NeXT benchmark signature + Industry-leading benchmark-leading open-source) で Industry-leading VQA + ScienceQA top + Industry-leading LLaVA-NeXT + Industry-leading benchmark-leading open-source。Industry-leading LLaVA Team Haotian Liu (Industry-leading LLaVA Team Haotian Liu + Chunyuan Li + Yuheng Li + Yong Jae Lee UW-Madison + Microsoft 2024年1月 + Industry-leading OCR + reasoning improved + Industry-leading Mistral 7B + Nous Hermes 2 Yi 34B base + Industry-leading CLIP-ViT-L-336px vision encoder + Industry-leading HuggingFace Hub native + Industry-leading LLaVA-NeXT multi-modal open-source pioneer + Industry-leading Apache 2.0) で Industry-leading LLaVA Team + Industry-leading Haotian Liu + Industry-leading Chunyuan Li + Yuheng Li + Yong Jae Lee + Industry-leading UW-Madison + Microsoft + Industry-leading 2024年1月 + Industry-leading OCR + reasoning + Industry-leading Mistral 7B + Nous Hermes 2 Yi 34B + Industry-leading CLIP-ViT-L-336px + Industry-leading HuggingFace + Industry-leading pioneer + Industry-leading Apache 2.0。但しIndustry-leading Qwen2.5-VL + InternVL2 + Pixtral + Molmo competition で Industry-leading 4-VLM competitors vs LLaVA-NeXT + Industry-leading high-resolution image processing 672x672 + AnyRes technique arbitrary aspect ratio + 34B parameters max + OCR + reasoning improved + Mistral 7B + Nous Hermes 2 Yi 34B base + CLIP-ViT-L-336px vision encoder + VQA + ScienceQA top open-source 2024年1月 + HuggingFace Hub native + LLaVA-NeXT multi-modal pioneer + LLaVA Team Haotian Liu + Chunyuan Li + Yuheng Li + Yong Jae Lee UW-Madison + Microsoft 2024年1月 + Apache 2.0 license unique advantage adoption alignment必須。
関連用語との違い
- vs Qwen2.5-VL (2024 Qwen License): LLaVA-NeXTは34B + AnyRes + Apache 2.0 LLaVA Team・Qwen2.5-VLは72B + multilingual + Qwen License Alibaba
- vs InternVL2 (2024 MIT): LLaVA-NeXTは34B + AnyRes + Apache 2.0 LLaVA Team・InternVL2は76B + dense+sparse + MIT OpenGVLab
- vs Pixtral Mistral (2024 Apache 2.0): LLaVA-NeXTは34B + AnyRes UW-Madison・Pixtralは12B + Mistral AI European
よくある質問（FAQ）
Q1: LLaVA-NeXT vs Qwen2.5-VL 違いは？ A: LLaVA-NeXT (Industry-leading high-resolution 672x672 + AnyRes + 34B max + OCR + reasoning + Mistral 7B + Nous Hermes 2 Yi 34B base + CLIP-ViT-L-336px + VQA + ScienceQA top + HuggingFace + LLaVA Team Haotian Liu + UW-Madison + Microsoft + 2024年1月 + Apache 2.0) vs Qwen2.5-VL (Industry-leading 72B max + multilingual 29 languages + dynamic resolution + Qwen2.5-VL agentic + visual understanding + DocVQA + InfoVQA top + Alibaba 1999 Hangzhou Jack Ma + 25 years + Qwen License 72B + Apache 2.0 smaller)・Industry-leading high-resolution + AnyRes + 34B max + Mistral 7B + Nous Hermes 2 Yi 34B + CLIP-ViT-L-336px + VQA+ScienceQA + HuggingFace + LLaVA Team + UW-Madison + Microsoft + 2024年1月 + Apache 2.0 = LLaVA-NeXT + Industry-leading 72B + multilingual + dynamic resolution + agentic + DocVQA + InfoVQA + Alibaba + Hangzhou + Jack Ma + 25 years + Qwen License = Qwen2.5-VL preference judgment (LLaVA-NeXT academic open-source pioneer 34B + AnyRes UW-Madison vs Qwen2.5-VL Alibaba commercial 72B multilingual top-tier differ)。
Q2: Industry-leading high-resolution + AnyRes value は？ A: Industry-leading high-resolution + AnyRes (Industry-leading high-resolution 672x672 vs 336x336 prev + Industry-leading AnyRes arbitrary aspect ratio + Industry-leading LLaVA-NeXT dual signature)。
Q3: Industry-leading 34B + LLaVA Team UW-Madison + Microsoft value は？ A: Industry-leading 34B + LLaVA Team (Industry-leading 34B parameters maximum + Industry-leading LLaVA Team Haotian Liu + Chunyuan Li + Yuheng Li + Yong Jae Lee UW-Madison + Microsoft 2024年1月 heritage)。
まとめ
LLaVA-NeXT = 2024年1月LLaVA Team発表のpremium open-source VLM。Industry-leading high-resolution image processing signature 672x672 vs 336x336 prev + Industry-leading AnyRes technique signature arbitrary aspect ratio + Industry-leading 34B parameters maximum signature + Industry-leading OCR + reasoning capabilities improved + Industry-leading Mistral 7B + Nous Hermes 2 Yi 34B base model variants + Industry-leading CLIP-ViT-L-336px vision encoder + Industry-leading VQA + ScienceQA top open-source signature 2024年1月 + Industry-leading HuggingFace Hub native + Industry-leading LLaVA-NeXT multi-modal open-source pioneer signature + Industry-leading LLaVA Team Haotian Liu + Chunyuan Li + Yuheng Li + Yong Jae Lee UW-Madison + Microsoft 2024年1月 + Industry-leading Apache 2.0 license + Industry-leading LLaVA-NeXT LLaVA Team Apache 2.0 open-source VLM 2024 position確立。