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20182026
most citedRethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers

198 citations · 255 across the 13 of their papers we have counts for

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11 papers · 1 filter

cs.CV2026

Mind-of-Director: Multi-modal Agent-Driven Film Previsualization via Collaborative Decision-Making

Shufeng Nan, Mengtian Li, Sixiao Zheng +3

We present Mind-of-Director, a multi-modal agent-driven framework for film previz that models the collaborative decision-making process of a film production team. Given a creative…

cs.CV2026

VerseCrafter: Dynamic Realistic Video World Model with 4D Geometric Control

Sixiao Zheng, Minghao Yin, Wenbo Hu +3

Video world models aim to simulate dynamic, real-world environments, yet existing methods struggle to provide unified and precise control over camera and multi-object motion, as vi…

cs.CV2025

A Neural Representation Framework with LLM-Driven Spatial Reasoning for Open-Vocabulary 3D Visual Grounding

Zhenyang Liu, Sixiao Zheng, Siyu Chen +4

Open-vocabulary 3D visual grounding aims to localize target objects based on free-form language queries, which is crucial for embodied AI applications such as autonomous navigation…

cs.CV2025

ReasonGrounder: LVLM-Guided Hierarchical Feature Splatting for Open-Vocabulary 3D Visual Grounding and Reasoning

Zhenyang Liu, Yikai Wang, Sixiao Zheng +4

Open-vocabulary 3D visual grounding and reasoning aim to localize objects in a scene based on implicit language descriptions, even when they are occluded. This ability is crucial f…

cs.CV2025

VidCRAFT3: Camera, Object, and Lighting Control for Image-to-Video Generation

Sixiao Zheng, Zimian Peng, Yanpeng Zhou +4

Controllable image-to-video (I2V) generation transforms a reference image into a coherent video guided by user-specified control signals. While precise control over camera motion,…

cs.CV2024

ContextualStory: Consistent Visual Storytelling with Spatially-Enhanced and Storyline Context

Sixiao Zheng, Yanwei Fu

Visual storytelling involves generating a sequence of coherent frames from a textual storyline while maintaining consistency in characters and scenes. Existing autoregressive metho…

cs.CV2024

Intelligent Director: An Automatic Framework for Dynamic Visual Composition using ChatGPT

Sixiao Zheng, Jingyang Huo, Yu Wang +1

With the rise of short video platforms represented by TikTok, the trend of users expressing their creativity through photos and videos has increased dramatically. However, ordinary…

cs.CV2022★ 18 cited

Vision Transformers: From Semantic Segmentation to Dense Prediction

Li Zhang, Jiachen Lu, Sixiao Zheng +6

The emergence of vision transformers (ViTs) in image classification has shifted the methodologies for visual representation learning. In particular, ViTs learn visual representatio…

cs.CV2021★ 37 cited

NMS-Loss: Learning with Non-Maximum Suppression for Crowded Pedestrian Detection

Zekun Luo, Zheng Fang, Sixiao Zheng +2

Non-Maximum Suppression (NMS) is essential for object detection and affects the evaluation results by incorporating False Positives (FP) and False Negatives (FN), especially in cro…

cs.CV2021

Incrementally Zero-Shot Detection by an Extreme Value Analyzer

Sixiao Zheng, Yanwei Fu, Yanxi Hou

Human beings not only have the ability to recognize novel unseen classes, but also can incrementally incorporate the new classes to existing knowledge preserved. However, zero-shot…

cs.CV2020★ 198 cited

Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers

Sixiao Zheng, Jiachen Lu, Hengshuang Zhao +8

Most recent semantic segmentation methods adopt a fully-convolutional network (FCN) with an encoder-decoder architecture. The encoder progressively reduces the spatial resolution a…