Leaderboards/Video Analysis and Summarization

Video Analysis and Summarization

Last updated July 7, 2026

Rising Stars

New and hot

Rising Stars Researchers

1
Nataniel Ruiz
Boston University
2
Omri Avrahami
Hebrew University of Jerusalem
3
Bahjat Kawar
Technion – Israel Institute of Technology
4
Huaishao Luo
Southwest Jiaotong University
5
Yuqing Wang
Hubei University of Medicine
6
Guanjun Wu
Huazhong University of Science and Technology
7
Jay Zhangjie Wu
National University of Singapore
8
Yuheng Zhao
Fudan University
9
Minguk Kang
Chungbuk National University
10
Levon Khachatryan
National Medical Research Center of Dentistry and Maxillofacial Surgery

Rising Stars Papers

1
4D Gaussian Splatting for Real-Time Dynamic Scene Rendering
Unknown Journal|2024
551 cit.
2
HyperDreamBooth: HyperNetworks for Fast Personalization of Text-to-Image Models
Unknown Journal|2024
106 cit.
3
LEVA: Using Large Language Models to Enhance Visual Analytics
IEEE Transactions on Visualization and Computer Graphics|2024
51 cit.
4
LightVA: Lightweight Visual Analytics With LLM Agent-Based Task Planning and Execution
IEEE Transactions on Visualization and Computer Graphics|2024
24 cit.
5
The Chosen One: Consistent Characters in Text-to-Image Diffusion Models
Unknown Journal|2024
21 cit.
6
Difix3D+: Improving 3D Reconstructions with Single-Step Diffusion Models
Unknown Journal|2025
12 cit.
7
Category knowledge-guided few-shot bearing fault diagnosis
Engineering Applications of Artificial Intelligence|2024
11 cit.
8
DiffUHaul: A Training-Free Method for Object Dragging in Images
Unknown Journal|2024
10 cit.
9
Development of a Site Information Classification Model and a Similar-Site Accident Retrieval Model for Construction Using the KLUE-BERT Model
Buildings|2024
8 cit.
10
Stable Flow: Vital Layers for Training-Free Image Editing
Unknown Journal|2025
6 cit.

Emerging Leaders

Gaining momentum

Emerging Leaders Researchers

1
Kfir Aberman
Google (United States)
2
Jun Saito
Nvidia (United States)
3
Xuelong Li
China Telecom (China)
4
Angjoo Kanazawa
Berkeley College
5
Shilei Wen
Vision Technology (United States)
6
Ishan Misra
Meta (Israel)
7
Ohad Fried
Brandman University
8
Mike Zheng Shou
National University of Singapore
9
Ming‐Ming Cheng
Nankai University
10
Lei Ji
Chinese Academy of Geological Sciences

Emerging Leaders Papers

1
DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation
Unknown Journal|2023
1.9k cit.
2
Plenoxels: Radiance Fields without Neural Networks
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)|2022
1.3k cit.
3
ImageBind One Embedding Space to Bind Them All
Unknown Journal|2023
712 cit.
4
Blended Diffusion for Text-driven Editing of Natural Images
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)|2022
696 cit.
5
Tune-A-Video: One-Shot Tuning of Image Diffusion Models for Text-to-Video Generation
Unknown Journal|2023
480 cit.
6
K-Planes: Explicit Radiance Fields in Space, Time, and Appearance
Unknown Journal|2023
471 cit.
7
P2T: Pyramid Pooling Transformer for Scene Understanding
IEEE Transactions on Pattern Analysis and Machine Intelligence|2022
291 cit.
8
GS-SLAM: Dense Visual SLAM with 3D Gaussian Splatting
Unknown Journal|2024
284 cit.
9
Instruct-NeRF2NeRF: Editing 3D Scenes with Instructions
Unknown Journal|2023
250 cit.
10
Omnivore: A Single Model for Many Visual Modalities
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)|2022
187 cit.

Current Senior Leaders

Established & currently active

Current Senior Leaders Researchers

1
Jean Ponce
Centre National de la Recherche Scientifique
2
Jeffrey Heer
Stanford University
3
Shih‐Fu Chang
Columbia University
4
Ramesh Jain
University of California San Diego
5
Li Fei-Fei
Princeton University
6
Rahul Jain
Chandigarh University
7
Mubarak Shah
University of Central Florida
8
Tat‐Seng Chua
National University of Singapore
9
T. Serre
Allen Institute for Brain Science
10
Thomas S. Huang
University of Illinois Urbana-Champaign

Current Senior Leaders Papers

1
ImageNet: A large-scale hierarchical image database
2009 IEEE Conference on Computer Vision and Pattern Recognition|2009
61.8k cit.
2
ImageNet Large Scale Visual Recognition Challenge
International Journal of Computer Vision|2015
40.2k cit.
3
Beyond Bags of Features: Spatial Pyramid Matching for Recognizing Natural Scene Categories
Unknown Journal|2006
8k cit.
4
Large-Scale Video Classification with Convolutional Neural Networks
Unknown Journal|2014
6.3k cit.
5
Content-based image retrieval at the end of the early years
IEEE Transactions on Pattern Analysis and Machine Intelligence|2000
6.1k cit.
6
Visual Genome: Connecting Language and Vision Using Crowdsourced Dense Image Annotations
International Journal of Computer Vision|2017
5.2k cit.
7
Deep visual-semantic alignments for generating image descriptions
Unknown Journal|2015
5k cit.
8
HMDB: A large video database for human motion recognition
Unknown Journal|2011
3.9k cit.
9
A Bayesian Hierarchical Model for Learning Natural Scene Categories
Unknown Journal|2005
3.6k cit.
10
3D Object Representations for Fine-Grained Categorization
Unknown Journal|2013
3.4k cit.

Indexing Video Analysis and Summarization Reagents

Citation data for reagents in this field is currently compiling.