Papers20

#Diffusion Transformer

Act2Goal: From World Model To General Goal-conditioned Policy

Pengfei Zhou, Liliang Chen et al.Dec 29arXiv

Robots often get confused on long, multi-step tasks when they only see the final goal image and try to guess the next move directly.

#goal-conditioned policy#visual world model#multi-scale temporal hashing

SpotEdit: Selective Region Editing in Diffusion Transformers

Intermediate

Zhibin Qin, Zhenxiong Tan et al.Dec 26arXiv

SpotEdit is a training‑free way to edit only the parts of an image that actually change, instead of re-generating the whole picture.

#Diffusion Transformer#Selective image editing#Region-aware editing

DreaMontage: Arbitrary Frame-Guided One-Shot Video Generation

Intermediate

Jiawei Liu, Junqiao Li et al.Dec 24arXiv

DreaMontage is a new AI method that makes long, single-shot videos that feel smooth and connected, even when you give it scattered images or short clips in the middle.

#arbitrary frame conditioning#one-shot video generation#Diffusion Transformer

DeContext as Defense: Safe Image Editing in Diffusion Transformers

Intermediate

Linghui Shen, Mingyue Cui et al.Dec 18arXiv

This paper protects your photos from being misused by new AI image editors that can copy your face or style from just one picture.

#Diffusion Transformer#cross-attention#in-context image editing

Exploring MLLM-Diffusion Information Transfer with MetaCanvas

Intermediate

Han Lin, Xichen Pan et al.Dec 12arXiv

MetaCanvas lets a multimodal language model (MLLM) sketch a plan inside the generator’s hidden canvas so diffusion models can follow it patch by patch.

#MetaCanvas#MLLM#Diffusion Transformer

Composing Concepts from Images and Videos via Concept-prompt Binding

Intermediate

Xianghao Kong, Zeyu Zhang et al.Dec 10arXiv

This paper introduces BiCo, a one-shot way to mix ideas from images and videos by tightly tying each visual idea to the exact words in a prompt.

#BiCo#concept binding#token-level composition

OmniPSD: Layered PSD Generation with Diffusion Transformer

Intermediate

Cheng Liu, Yiren Song et al.Dec 10arXiv

OmniPSD is a new AI that can both make layered Photoshop (PSD) files from words and take apart a flat image into clean, editable layers.

#OmniPSD#layered PSD generation#RGBA-VAE

OpenSubject: Leveraging Video-Derived Identity and Diversity Priors for Subject-driven Image Generation and Manipulation

Intermediate

Yexin Liu, Manyuan Zhang et al.Dec 9arXiv

OpenSubject is a giant video-based dataset (2.5M samples, 4.35M images) built to help AI make pictures that keep each person or object looking like themselves, even in busy scenes.

#subject-driven generation#identity fidelity#video-derived dataset

1 2