Cover Image

InstructX: Towards Unified Visual Editing with MLLM Guidance

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Mou, Chong, Sun, Qichao, Wu, Yanze, Zhang, Pengze, Li, Xinghui, Ye, Fulong, Zhao, Songtao, He, Qian
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

DreamID: High-Fidelity and Fast diffusion-based Face Swapping via Triplet ID Group Learning
by: Ye, Fulong, et al.
Published: (2025)

AnyDressing: Customizable Multi-Garment Virtual Dressing via Latent Diffusion Models
by: Li, Xinghui, et al.
Published: (2024)

OmniTransfer: All-in-one Framework for Spatio-temporal Video Transfer
by: Zhang, Pengze, et al.
Published: (2026)

MUSAR: Exploring Multi-Subject Customization from Single-Subject Dataset via Attention Routing
by: Guo, Zinan, et al.
Published: (2025)

DreamID-V:Bridging the Image-to-Video Gap for High-Fidelity Face Swapping via Diffusion Transformer
by: Guo, Xu, et al.
Published: (2026)

DreamID-Omni: Unified Framework for Controllable Human-Centric Audio-Video Generation
by: Guo, Xu, et al.
Published: (2026)

DreamO: A Unified Framework for Image Customization
by: Mou, Chong, et al.
Published: (2025)

InstructGIE: Towards Generalizable Image Editing
by: Meng, Zichong, et al.
Published: (2024)

OmniInsert: Mask-Free Video Insertion of Any Reference via Diffusion Transformer Models
by: Chen, Jinshu, et al.
Published: (2025)

OrderChain: Towards General Instruct-Tuning for Stimulating the Ordinal Understanding Ability of MLLM
by: Wang, Jinhong, et al.
Published: (2025)

InstructSeg: Unifying Instructed Visual Segmentation with Multi-modal Large Language Models
by: Wei, Cong, et al.
Published: (2024)

BusterX++: Towards Unified Cross-Modal AI-Generated Content Detection and Explanation with MLLM
by: Wen, Haiquan, et al.
Published: (2025)

Moodifier: MLLM-Enhanced Emotion-Driven Image Editing
by: Ye, Jiarong, et al.
Published: (2025)

Omni-Video 2: Scaling MLLM-Conditioned Diffusion for Unified Video Generation and Editing
by: Yang, Hao, et al.
Published: (2026)

PUMA: Empowering Unified MLLM with Multi-granular Visual Generation
by: Fang, Rongyao, et al.
Published: (2024)

MIND-Edit: MLLM Insight-Driven Editing via Language-Vision Projection
by: Wang, Shuyu, et al.
Published: (2025)

CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM
by: Xu, Jingwei, et al.
Published: (2024)

ILLUME+: Illuminating Unified MLLM with Dual Visual Tokenization and Diffusion Refinement
by: Huang, Runhui, et al.
Published: (2025)

From Covert Hiding to Visual Editing: Robust Generative Video Steganography
by: Mao, Xueying, et al.
Published: (2024)

DreamStyle: A Unified Framework for Video Stylization
by: Li, Mengtian, et al.
Published: (2026)

Modality-Fair Preference Optimization for Trustworthy MLLM Alignment
by: Jiang, Songtao, et al.
Published: (2024)

InstructAny2Pix: Flexible Visual Editing via Multimodal Instruction Following
by: Li, Shufan, et al.
Published: (2023)

InstructBrush: Learning Attention-based Instruction Optimization for Image Editing
by: Zhao, Ruoyu, et al.
Published: (2024)

S$^2$-MLLM: Boosting Spatial Reasoning Capability of MLLMs for 3D Visual Grounding with Structural Guidance
by: Xu, Beining, et al.
Published: (2025)

Backdoor Cleaning without External Guidance in MLLM Fine-tuning
by: Rong, Xuankun, et al.
Published: (2025)

SafeEditor: Unified MLLM for Efficient Post-hoc T2I Safety Editing
by: Zhang, Ruiyang, et al.
Published: (2025)

Neural Video Fields Editing
by: Yang, Shuzhou, et al.
Published: (2023)

RegionDrag: Fast Region-Based Image Editing with Diffusion Models
by: Lu, Jingyi, et al.
Published: (2024)

Instruct 4D-to-4D: Editing 4D Scenes as Pseudo-3D Scenes Using 2D Diffusion
by: Mou, Linzhan, et al.
Published: (2024)

Towards Unified Multimodal Editing with Enhanced Knowledge Collaboration
by: Pan, Kaihang, et al.
Published: (2024)

InstructPix2NeRF: Instructed 3D Portrait Editing from a Single Image
by: Li, Jianhui, et al.
Published: (2023)

DuetSVG: Unified Multimodal SVG Generation with Internal Visual Guidance
by: Zhang, Peiying, et al.
Published: (2025)

AlbedoEdit: Unified Instance-Level Video Editing with Albedo Guidance
by: Zhou, Xilong, et al.
Published: (2026)

Unified Diffusion-Based Rigid and Non-Rigid Editing with Text and Image Guidance
by: Wang, Jiacheng, et al.
Published: (2024)

MLLM-4D: Towards Visual-based Spatial-Temporal Intelligence
by: Yin, Xingyilang, et al.
Published: (2026)

InstructVEdit: A Holistic Approach for Instructional Video Editing
by: Zhang, Chi, et al.
Published: (2025)

Visual Position Prompt for MLLM based Visual Grounding
by: Tang, Wei, et al.
Published: (2025)

Towards Generalized Multi-Image Editing for Unified Multimodal Models
by: Xu, Pengcheng, et al.
Published: (2026)

Uni-Instruct: One-step Diffusion Model through Unified Diffusion Divergence Instruction
by: Wang, Yifei, et al.
Published: (2025)

I2VControl: Disentangled and Unified Video Motion Synthesis Control
by: Feng, Wanquan, et al.
Published: (2024)