Search Results for author: Jianjian Sun

Found 13 papers, 9 papers with code

OneChart: Purify the Chart Structural Extraction via One Auxiliary Token

1 code implementation15 Apr 2024 Jinyue Chen, Lingyu Kong, Haoran Wei, Chenglong Liu, Zheng Ge, Liang Zhao, Jianjian Sun, Chunrui Han, Xiangyu Zhang

To address this, we propose OneChart: a reliable agent specifically devised for the structural extraction of chart information.

Small Language Model Meets with Reinforced Vision Vocabulary

no code implementations23 Jan 2024 Haoran Wei, Lingyu Kong, Jinyue Chen, Liang Zhao, Zheng Ge, En Yu, Jianjian Sun, Chunrui Han, Xiangyu Zhang

In Vary-toy, we introduce an improved vision vocabulary, allowing the model to not only possess all features of Vary but also gather more generality.

Language Modelling Large Language Model +3

DreamLLM: Synergistic Multimodal Comprehension and Creation

1 code implementation20 Sep 2023 Runpei Dong, Chunrui Han, Yuang Peng, Zekun Qi, Zheng Ge, Jinrong Yang, Liang Zhao, Jianjian Sun, HongYu Zhou, Haoran Wei, Xiangwen Kong, Xiangyu Zhang, Kaisheng Ma, Li Yi

This paper presents DreamLLM, a learning framework that first achieves versatile Multimodal Large Language Models (MLLMs) empowered with frequently overlooked synergy between multimodal comprehension and creation.

 Ranked #1 on Visual Question Answering on MMBench (GPT-3.5 score metric)

multimodal generation Visual Question Answering +2

ChatSpot: Bootstrapping Multimodal LLMs via Precise Referring Instruction Tuning

no code implementations18 Jul 2023 Liang Zhao, En Yu, Zheng Ge, Jinrong Yang, Haoran Wei, HongYu Zhou, Jianjian Sun, Yuang Peng, Runpei Dong, Chunrui Han, Xiangyu Zhang

Based on precise referring instruction, we propose ChatSpot, a unified end-to-end multimodal large language model that supports diverse forms of interactivity including mouse clicks, drag-and-drop, and drawing boxes, which provides a more flexible and seamless interactive experience.

Instruction Following Language Modelling +1

BEVStereo++: Accurate Depth Estimation in Multi-view 3D Object Detection via Dynamic Temporal Stereo

no code implementations9 Apr 2023 Yinhao Li, Jinrong Yang, Jianjian Sun, Han Bao, Zheng Ge, Li Xiao

Bounded by the inherent ambiguity of depth perception, contemporary multi-view 3D object detection methods fall into the performance bottleneck.

3D Object Detection Depth Estimation +2

Exploring Recurrent Long-term Temporal Fusion for Multi-view 3D Perception

no code implementations10 Mar 2023 Chunrui Han, Jinrong Yang, Jianjian Sun, Zheng Ge, Runpei Dong, HongYu Zhou, Weixin Mao, Yuang Peng, Xiangyu Zhang

In this paper, we explore an embarrassingly simple long-term recurrent fusion strategy built upon the LSS-based methods and find it already able to enjoy the merits from both sides, i. e., rich long-term information and efficient fusion pipeline.

motion prediction object-detection +1

Reversible Column Networks

1 code implementation22 Dec 2022 Yuxuan Cai, Yizhuang Zhou, Qi Han, Jianjian Sun, Xiangwen Kong, Jun Li, Xiangyu Zhang

Such architectural scheme attributes RevCol very different behavior from conventional networks: during forward propagation, features in RevCol are learned to be gradually disentangled when passing through each column, whose total information is maintained rather than compressed or discarded as other network does.

Ranked #8 on Semantic Segmentation on ADE20K (using extra training data)

Image Classification object-detection +3

Autoencoders as Cross-Modal Teachers: Can Pretrained 2D Image Transformers Help 3D Representation Learning?

3 code implementations16 Dec 2022 Runpei Dong, Zekun Qi, Linfeng Zhang, Junbo Zhang, Jianjian Sun, Zheng Ge, Li Yi, Kaisheng Ma

The success of deep learning heavily relies on large-scale data with comprehensive labels, which is more expensive and time-consuming to fetch in 3D compared to 2D images or natural languages.

Few-Shot 3D Point Cloud Classification Knowledge Distillation +1

BEVStereo: Enhancing Depth Estimation in Multi-view 3D Object Detection with Dynamic Temporal Stereo

3 code implementations21 Sep 2022 Yinhao Li, Han Bao, Zheng Ge, Jinrong Yang, Jianjian Sun, Zeming Li

To this end, we introduce an effective temporal stereo method to dynamically select the scale of matching candidates, enable to significantly reduce computation overhead.

3D Object Detection Depth Estimation +1

BEVDepth: Acquisition of Reliable Depth for Multi-view 3D Object Detection

2 code implementations21 Jun 2022 Yinhao Li, Zheng Ge, Guanyi Yu, Jinrong Yang, Zengran Wang, Yukang Shi, Jianjian Sun, Zeming Li

In this research, we propose a new 3D object detector with a trustworthy depth estimation, dubbed BEVDepth, for camera-based Bird's-Eye-View (BEV) 3D object detection.

3D Object Detection Depth Estimation +1

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