Cover Image

Sa2VA: Marrying SAM2 with LLaVA for Dense Grounded Understanding of Images and Videos

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Yuan, Haobo, Li, Xiangtai, Zhang, Tao, Sun, Yueyi, Huang, Zilong, Xu, Shilin, Ji, Shunping, Tong, Yunhai, Qi, Lu, Feng, Jiashi, Yang, Ming-Hsuan
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

4th PVUW MeViS 3rd Place Report: Sa2VA
by: Yuan, Haobo, et al.
Published: (2025)

OMG-LLaVA: Bridging Image-level, Object-level, Pixel-level Reasoning and Understanding
by: Zhang, Tao, et al.
Published: (2024)

The 1st Solution for 7th LSVOS RVOS Track: SaSaSa2VA
by: Niu, Quanzhu, et al.
Published: (2025)

PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning
by: Xu, Lin, et al.
Published: (2024)

SaSaSaSa2VA: 2nd Place of the 5th PVUW MeViS-Text Track
by: Gong, Dengxian, et al.
Published: (2026)

Cosmos-LLaVA: Chatting with the Visual Cosmos-LLaVA: Görselle Sohbet Etmek
by: Zeer, Ahmed, et al.
Published: (2024)

TG-LLaVA: Text Guided LLaVA via Learnable Latent Embeddings
by: Yan, Dawei, et al.
Published: (2024)

LLaVA-MoD: Making LLaVA Tiny via MoE Knowledge Distillation
by: Shu, Fangxun, et al.
Published: (2024)

LLaVA-MR: Large Language-and-Vision Assistant for Video Moment Retrieval
by: Lu, Weiheng, et al.
Published: (2024)

MG-LLaVA: Towards Multi-Granularity Visual Instruction Tuning
by: Zhao, Xiangyu, et al.
Published: (2024)

LLAVADI: What Matters For Multimodal Large Language Models Distillation
by: Xu, Shilin, et al.
Published: (2024)

LLaVA-Video: Video Instruction Tuning With Synthetic Data
by: Zhang, Yuanhan, et al.
Published: (2024)

NOVO: Bridging LLaVA and SAM with Visual-only Prompts for Reasoning Segmentation
by: Yoon, Kyung-Yoon, et al.
Published: (2025)

Pixel-SAIL: Single Transformer For Pixel-Grounded Understanding
by: Zhang, Tao, et al.
Published: (2025)

DenseWorld-1M: Towards Detailed Dense Grounded Caption in the Real World
by: Li, Xiangtai, et al.
Published: (2025)

Dense360: Dense Understanding from Omnidirectional Panoramas
by: Zhou, Yikang, et al.
Published: (2025)

Dr-LLaVA: Visual Instruction Tuning with Symbolic Clinical Grounding
by: Sun, Shenghuan, et al.
Published: (2024)

LLaVA-Octopus: Unlocking Instruction-Driven Adaptive Projector Fusion for Video Understanding
by: Sun, Boyuan, et al.
Published: (2025)

TC-LLaVA: Rethinking the Transfer from Image to Video Understanding with Temporal Considerations
by: Gao, Mingze, et al.
Published: (2024)

MC-LLaVA: Multi-Concept Personalized Vision-Language Model
by: An, Ruichuan, et al.
Published: (2025)

MC-LLaVA: Multi-Concept Personalized Vision-Language Model
by: An, Ruichuan, et al.
Published: (2024)

LLaVA-MLB: Mitigating and Leveraging Attention Bias for Training-Free Video LLMs
by: Shen, Leqi, et al.
Published: (2025)

LLaVA-Read: Enhancing Reading Ability of Multimodal Language Models
by: Zhang, Ruiyi, et al.
Published: (2024)

LLaVA-Critic: Learning to Evaluate Multimodal Models
by: Xiong, Tianyi, et al.
Published: (2024)

Face-LLaVA: Facial Expression and Attribute Understanding through Instruction Tuning
by: Chaubey, Ashutosh, et al.
Published: (2025)

LLaVA-OneVision-2: Towards Next-Generation Perceptual Intelligence
by: An, Xiang, et al.
Published: (2026)

SQ-LLaVA: Self-Questioning for Large Vision-Language Assistant
by: Sun, Guohao, et al.
Published: (2024)

Video-LLaVA: Learning United Visual Representation by Alignment Before Projection
by: Lin, Bin, et al.
Published: (2023)

LLaVA-Scissor: Token Compression with Semantic Connected Components for Video LLMs
by: Sun, Boyuan, et al.
Published: (2025)

LLaVAC: Fine-tuning LLaVA as a Multimodal Sentiment Classifier
by: Chay-intr, T., et al.
Published: (2025)

Amharic LLaMA and LLaVA: Multimodal LLMs for Low Resource Languages
by: Andersland, Michael
Published: (2024)

RMP-SAM: Towards Real-Time Multi-Purpose Segment Anything
by: Xu, Shilin, et al.
Published: (2024)

R-LLaVA: Improving Med-VQA Understanding through Visual Region of Interest
by: Chen, Xupeng, et al.
Published: (2024)

Can Sound Replace Vision in LLaVA With Token Substitution?
by: Vosoughi, Ali, et al.
Published: (2025)

Enhance Image-to-Image Generation with LLaVA-generated Prompts
by: Ding, Zhicheng, et al.
Published: (2024)

LLaVA-OneVision: Easy Visual Task Transfer
by: Li, Bo, et al.
Published: (2024)

LLaVA-c: Continual Improved Visual Instruction Tuning
by: Liu, Wenzhuo, et al.
Published: (2025)

LLaVA-KD: A Framework of Distilling Multimodal Large Language Models
by: Cai, Yuxuan, et al.
Published: (2024)

ViP-LLaVA: Making Large Multimodal Models Understand Arbitrary Visual Prompts
by: Cai, Mu, et al.
Published: (2023)

Surgical-LLaVA: Toward Surgical Scenario Understanding via Large Language and Vision Models
by: Jin, Juseong, et al.
Published: (2024)