---
title: "ICCV 2021 — all accepted papers, page 2 — the most cited first"
description: "All 1,615 papers of ICCV 2021 · page 2 of 17, the most cited first; those with our summary link to it."
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# ICCV 2021: all accepted papers

1,615 papers · page 2 of 17 · the most cited first · [← ICCV 2021](https://md.research.elamur.ai/free/en/venues/ieee-cvf-international-conference-on-computer-vision-iccv/2021/)

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101. **[Mesh Graphormer ↗](https://doi.org/10.1109/iccv48922.2021.01270)**Kevin Lin, Lijuan Wang, Zicheng Liu*337 citations*
102. **[RPVNet: A Deep and Efficient Range-Point-Voxel Fusion Network for LiDAR Point Cloud Segmentation ↗](https://doi.org/10.1109/iccv48922.2021.01572)**Jianyun Xu, Ruixiang Zhang, Jian Dou et al.*336 citations*
103. **[Image Inpainting via Conditional Texture and Structure Dual Generation ↗](https://doi.org/10.1109/iccv48922.2021.01387)**Xiefan Guo, Hongyu Yang, Di Huang*335 citations*
104. **[Is Pseudo-Lidar needed for Monocular 3D Object detection? ↗](https://doi.org/10.1109/iccv48922.2021.00313)**Dennis Park, Rareş Ambruş, Vitor Guizilini et al.*335 citations*
105. **[Gait Recognition via Effective Global-Local Feature Representation and Local Temporal Aggregation ↗](https://doi.org/10.1109/iccv48922.2021.01438)**Beibei Lin, Shunli Zhang, Xin Feng Yu*334 citations*
106. **[DetCo: Unsupervised Contrastive Learning for Object Detection ↗](https://doi.org/10.1109/iccv48922.2021.00828)**Enze Xie, Jian Ding, Wenhai Wang et al.*333 citations*
107. **[Uncertainty-Guided Transformer Reasoning for Camouflaged Object Detection ↗](https://doi.org/10.1109/iccv48922.2021.00411)**Fan Yang, Qiang Zhai, Xin Li et al.*332 citations*
108. **[DocFormer: End-to-End Transformer for Document Understanding ↗](https://doi.org/10.1109/iccv48922.2021.00103)**Srikar Appalaraju, Bhavan A. Jasani, Bhargava Urala Kota et al.*331 citations*
109. **[Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote Sensing Data ↗](https://doi.org/10.1109/iccv48922.2021.00928)**Oscar Mañas, Alexandre Lacoste, Xavier Giró-i-Nieto et al.*331 citations*
110. **[Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding ↗](https://doi.org/10.1109/iccv48922.2021.00299)**Pengchuan Zhang, Xiyang Dai, Jianwei Yang et al.*330 citations*
111. **[A Hybrid Video Anomaly Detection Framework via Memory-Augmented Flow Reconstruction and Flow-Guided Frame Prediction ↗](https://doi.org/10.1109/iccv48922.2021.01333)**Zhian Liu, Yongwei Nie, Chengjiang Long et al.*328 citations*
112. **[HiFT: Hierarchical Feature Transformer for Aerial Tracking ↗](https://doi.org/10.1109/iccv48922.2021.01517)**Ziang Cao, Changhong Fu, Junjie Ye et al.*325 citations*
113. **[FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search ↗](https://doi.org/10.1109/iccv48922.2021.01202)**Xiangxiang Chu, Bo Zhang, Ruijun Xu*322 citations*
114. **[TransFER: Learning Relation-aware Facial Expression Representations with Transformers ↗](https://doi.org/10.1109/iccv48922.2021.00358)**Fanglei Xue, Qiangchang Wang, Guodong Guo*321 citations*
115. **[Instances as Queries ↗](https://doi.org/10.1109/iccv48922.2021.00683)**Yuxin Fang, Shusheng Yang, Xinggang Wang et al.*320 citations*
116. **[Revisiting Stereo Depth Estimation From a Sequence-to-Sequence Perspective with Transformers ↗](https://doi.org/10.1109/iccv48922.2021.00614)**Zhaoshuo Li, Xingtong Liu, Nathan G. Drenkow et al.*314 citations*
117. **[Hypercorrelation Squeeze for Few-Shot Segmenation ↗](https://doi.org/10.1109/iccv48922.2021.00686)**Juhong Min, Dahyun Kang, Minsu Cho*313 citations*
118. **[TrivialAugment: Tuning-free Yet State-of-the-Art Data Augmentation ↗](https://doi.org/10.1109/iccv48922.2021.00081)**Samuel Müller, Frank Hutter*309 citations*
119. **[AutoFormer: Searching Transformers for Visual Recognition ↗](https://doi.org/10.1109/iccv48922.2021.01205)**Minghao Chen, Houwen Peng, Jianlong Fu et al.*305 citations*
120. **[Generic Attention-model Explainability for Interpreting Bi-Modal and Encoder-Decoder Transformers ↗](https://doi.org/10.1109/iccv48922.2021.00045)**Hila Chefer, Shir Gur, Lior Wolf*304 citations*
121. **[HuMoR: 3D Human Motion Model for Robust Pose Estimation ↗](https://doi.org/10.1109/iccv48922.2021.01129)**Davis Rempe, Tolga Birdal, Aaron Hertzmann et al.*304 citations*
122. **[Exploring Temporal Coherence for More General Video Face Forgery Detection ↗](https://doi.org/10.1109/iccv48922.2021.01477)**Yinglin Zheng, Jianmin Bao, Dong Chen et al.*302 citations*
123. **[ReStyle: A Residual-Based StyleGAN Encoder via Iterative Refinement ↗](https://doi.org/10.1109/iccv48922.2021.00664)**Yuval Alaluf, Or Patashnik, Daniel Cohen‐Or*302 citations*
124. **[Walk in the Cloud: Learning Curves for Point Clouds Shape Analysis ↗](https://doi.org/10.1109/iccv48922.2021.00095)**Tiange Xiang, Chaoyi Zhang, Yang Song et al.*301 citations*
125. **[High-Fidelity Pluralistic Image Completion with Transformers ↗](https://doi.org/10.1109/iccv48922.2021.00465)**Ziyu Wan, Jingbo Zhang, Dongdong Chen et al.*299 citations*
126. **[Group-Free 3D Object Detection via Transformers ↗](https://doi.org/10.1109/iccv48922.2021.00294)**Ze Liu, Zheng Zhang, Yue Cao et al.*298 citations*
127. **[Learning by Aligning: Visible-Infrared Person Re-identification using Cross-Modal Correspondences ↗](https://doi.org/10.1109/iccv48922.2021.01183)**Hyunjong Park, Sanghoon Lee, Junghyup Lee et al.*295 citations*
128. **[Parametric Contrastive Learning ↗](https://doi.org/10.1109/iccv48922.2021.00075)**Jiequan Cui, Zhisheng Zhong, Liu Shu et al.*290 citations*
129. **[UniT: Multimodal Multitask Learning with a Unified Transformer ↗](https://doi.org/10.1109/iccv48922.2021.00147)**Ronghang Hu, Amanpreet Singh*288 citations*
130. **[CoMatch: Semi-supervised Learning with Contrastive Graph Regularization ↗](https://doi.org/10.1109/iccv48922.2021.00934)**Junnan Li, Caiming Xiong, Steven C. H. Hoi*284 citations*
131. **[Learning to Diversify for Single Domain Generalization ↗](https://doi.org/10.1109/iccv48922.2021.00087)**Zi Helen Huang, Yadan Luo, Ruihong Qiu et al.*284 citations*
132. **[ICE: Inter-instance Contrastive Encoding for Unsupervised Person Re-identification ↗](https://doi.org/10.1109/iccv48922.2021.01469)**Hao Chen, Benoit Lagadec, François Brémond*283 citations*
133. **[COTR: Correspondence Transformer for Matching Across Images ↗](https://doi.org/10.1109/iccv48922.2021.00615)**Wei Jiang, Eduard Trulls, Jan Hosang et al.*282 citations*
134. **[Improving 3D Object Detection with Channel-wise Transformer ↗](https://doi.org/10.1109/iccv48922.2021.00274)**Hualian Shenga, Sijia Cai, Yuan Liu et al.*282 citations*
135. **[From Goals, Waypoints & Paths To Long Term Human Trajectory Forecasting ↗](https://doi.org/10.1109/iccv48922.2021.01495)**Karttikeya Mangalam, Yang An, Harshayu Girase et al.*281 citations*
136. **[Self-Supervised Pretraining of 3D Features on any Point-Cloud ↗](https://doi.org/10.1109/iccv48922.2021.01009)**Zaiwei Zhang, Rohit Girdhar, Armand Joulin et al.*278 citations*
137. **[Feature Importance-aware Transferable Adversarial Attacks ↗](https://doi.org/10.1109/iccv48922.2021.00754)**Zhibo Wang, Hengchang Guo, Zhifei Zhang et al.*274 citations*
138. **[FIERY: Future Instance Prediction in Bird’s-Eye View from Surround Monocular Cameras ↗](https://doi.org/10.1109/iccv48922.2021.01499)**Anthony Hu, Zak Murez, Nikhil C Mohan et al.*273 citations*
139. **[Refining activation downsampling with SoftPool ↗](https://doi.org/10.1109/iccv48922.2021.01019)**Alexandros Stergiou, Ronald W. Poppe, Grigorios Kalliatakis*271 citations*
140. **[Admix: Enhancing the Transferability of Adversarial Attacks ↗](https://doi.org/10.1109/iccv48922.2021.01585)**Xiaosen Wang, Xuanran He, Jingdong Wang et al.*270 citations*
141. **[Generalized Source-free Domain Adaptation ↗](https://doi.org/10.1109/iccv48922.2021.00885)**Shiqi Yang, Yaxing Wang, Joost van de Weijer et al.*267 citations*
142. **[Relational Embedding for Few-Shot Classification ↗](https://doi.org/10.1109/iccv48922.2021.00870)**Dahyun Kang, Heeseung Kwon, Juhong Min et al.*266 citations*
143. **[Vision-Language Transformer and Query Generation for Referring Segmentation ↗](https://doi.org/10.1109/iccv48922.2021.01601)**Henghui Ding, Chang Liu, Suchen Wang et al.*266 citations*
144. **[ALL Snow Removed: Single Image Desnowing Algorithm Using Hierarchical Dual-tree Complex Wavelet Representation and Contradict Channel Loss ↗](https://doi.org/10.1109/iccv48922.2021.00416)**Wei‐Ting Chen, Haoyu Fang, Cheng‐Lin Hsieh et al.*264 citations*
145. **[Geometry Uncertainty Projection Network for Monocular 3D Object Detection ↗](https://doi.org/10.1109/iccv48922.2021.00310)**Yan Lu, Xinzhu Ma, Lei Yang et al.*264 citations*
146. **[Semi-Supervised Semantic Segmentation with Pixel-Level Contrastive Learning from a Class-wise Memory Bank ↗](https://doi.org/10.1109/iccv48922.2021.00811)**Íñigo Alonso, Alberto Sabater, David Ferstl et al.*264 citations*
147. **[Image Manipulation Detection by Multi-View Multi-Scale Supervision ↗](https://doi.org/10.1109/iccv48922.2021.01392)**Xinru Chen, Chengbo Dong, Jiaqi Ji et al.*263 citations*
148. **[3D-FRONT: 3D Furnished Rooms with layOuts and semaNTics ↗](https://doi.org/10.1109/iccv48922.2021.01075)**Huan Fu, Bowen Cai, Lin Gao et al.*262 citations*
149. **[SelfReg: Self-supervised Contrastive Regularization for Domain Generalization ↗](https://doi.org/10.1109/iccv48922.2021.00948)**Daehee Kim, Youngjun Francis Yoo, Seunghyun Park et al.*262 citations*
150. **[Geography-Aware Self-Supervised Learning ↗](https://doi.org/10.1109/iccv48922.2021.01002)**Kumar Ayush, Burak Uzkent, Chenlin Meng et al.*258 citations*
151. **[Omnidata: A Scalable Pipeline for Making Multi-Task Mid-Level Vision Datasets from 3D Scans ↗](https://doi.org/10.1109/iccv48922.2021.01061)**Ainaz Eftekhar, Alexander Sax (Sasha), Jitendra Malik et al.*258 citations*
152. **[MSR-GCN: Multi-Scale Residual Graph Convolution Networks for Human Motion Prediction ↗](https://doi.org/10.1109/iccv48922.2021.01127)**Lingwei Dang, Yongwei Nie, Chengjiang Long et al.*257 citations*
153. **[RangeDet: In Defense of Range View for LiDAR-based 3D Object Detection ↗](https://doi.org/10.1109/iccv48922.2021.00291)**Lue Fan, Xuan Xiong, Wang Feng et al.*257 citations*
154. **[Learn to Match: Automatic Matching Network Design for Visual Tracking ↗](https://doi.org/10.1109/iccv48922.2021.01309)**Zhipeng Zhang, Yihao Liu, Xiao Wang et al.*256 citations*
155. **[Monocular, One-stage, Regression of Multiple 3D People ↗](https://doi.org/10.1109/iccv48922.2021.01099)**Yu Sun, Qian Bao, Wu Liu et al.*254 citations*
156. **[NerfingMVS: Guided Optimization of Neural Radiance Fields for Indoor Multi-view Stereo ↗](https://doi.org/10.1109/iccv48922.2021.00556)**Yi Wei, Shaohui Liu, Yongming Rao et al.*250 citations*
157. **[Visformer: The Vision-friendly Transformer ↗](https://doi.org/10.1109/iccv48922.2021.00063)**Zhengsu Chen, Lingxi Xie, Jianwei Niu et al.*249 citations*
158. **[FaPN: Feature-aligned Pyramid Network for Dense Image Prediction ↗](https://doi.org/10.1109/iccv48922.2021.00090)**Shihua Huang, Zhichao Lu, Ran Cheng et al.*247 citations*
159. **[Human Pose Regression with Residual Log-likelihood Estimation ↗](https://doi.org/10.1109/iccv48922.2021.01084)**Jiefeng Li, Siyuan Bian, Ailing Zeng et al.*247 citations*
160. **[Fake it till you make it: face analysis in the wild using synthetic data alone ↗](https://doi.org/10.1109/iccv48922.2021.00366)**Erroll Wood, Tadas Baltrušaitis, Charlie Hewitt et al.*246 citations*
161. **[Self-Knowledge Distillation with Progressive Refinement of Targets ↗](https://doi.org/10.1109/iccv48922.2021.00650)**Kyungyul Kim, Byeongmoon Ji, Doyoung Yoon et al.*237 citations*
162. **[Unsupervised Point Cloud Pre-training via Occlusion Completion ↗](https://doi.org/10.1109/iccv48922.2021.00964)**Hanchen Wang, Qi Liu, Xiangyu Yue et al.*236 citations*
163. **[MVTN: Multi-View Transformation Network for 3D Shape Recognition ↗](https://doi.org/10.1109/iccv48922.2021.00007)**Abdullah Hamdi, Silvio Giancola, Bernard Ghanem*235 citations*
164. **[Image Retrieval on Real-life Images with Pre-trained Vision-and-Language Models ↗](https://doi.org/10.1109/iccv48922.2021.00213)**Zheyuan Liu, Cristian Rodríguez-Opazo, Damien Teney et al.*232 citations*
165. **[CrackFormer: Transformer Network for Fine-Grained Crack Detection ↗](https://doi.org/10.1109/iccv48922.2021.00376)**Huajun Liu, Xiangyu Miao, Christoph Mertz et al.*231 citations*
166. **[FREE: Feature Refinement for Generalized Zero-Shot Learning ↗](https://doi.org/10.1109/iccv48922.2021.00019)**Shiming Chen, Wenjie Wang, Beihao Xia et al.*230 citations*
167. **[Unsupervised Semantic Segmentation by Contrasting Object Mask Proposals ↗](https://doi.org/10.1109/iccv48922.2021.00990)**Wouter Van Gansbeke, Simon Vandenhende, Stamatios Georgoulis et al.*230 citations*
168. **[MeshTalk: 3D Face Animation from Speech using Cross-Modality Disentanglement ↗](https://doi.org/10.1109/iccv48922.2021.00121)**Alexander Richard, Michael Zollhöfer, Yandong Wen et al.*225 citations*
169. **[NEAT: Neural Attention Fields for End-to-End Autonomous Driving ↗](https://doi.org/10.1109/iccv48922.2021.01550)**Kashyap Chitta, Aditya Prakash, Andreas Geiger*222 citations*
170. **[Fog Simulation on Real LiDAR Point Clouds for 3D Object Detection in Adverse Weather ↗](https://doi.org/10.1109/iccv48922.2021.01500)**Martin Hahner, Christos Sakaridis, Dengxin Dai et al.*221 citations*
171. **[Just Ask: Learning to Answer Questions from Millions of Narrated Videos ↗](https://doi.org/10.1109/iccv48922.2021.00171)**Antoine Yang, Antoine Miech, Josef Šivic et al.*219 citations*
172. **[Panoptic Segmentation of Satellite Image Time Series with Convolutional Temporal Attention Networks ↗](https://doi.org/10.1109/iccv48922.2021.00483)**Vivien Sainte Fare Garnot, Loïc Landrieu*219 citations*
173. **[TS-CAM: Token Semantic Coupled Attention Map for Weakly Supervised Object Localization ↗](https://doi.org/10.1109/iccv48922.2021.00288)**Wei Gao, Fang Wan, Xingjia Pan et al.*219 citations*
174. **[End-to-End Urban Driving by Imitating a Reinforcement Learning Coach ↗](https://doi.org/10.1109/iccv48922.2021.01494)**Zhejun Zhang, Alexander Liniger, Dengxin Dai et al.*218 citations*
175. **[Vector Neurons: A General Framework for SO(3)-Equivariant Networks ↗](https://doi.org/10.1109/iccv48922.2021.01198)**Congyue Deng, Or Litany, Yueqi Duan et al.*218 citations*
176. **[Neural Radiance Flow for 4D View Synthesis and Video Processing ↗](https://doi.org/10.1109/iccv48922.2021.01406)**Yilun Du, Yinan Zhang, Hong-Xing Yu et al.*217 citations*
177. **[OMNet: Learning Overlapping Mask for Partial-to-Partial Point Cloud Registration ↗](https://doi.org/10.1109/iccv48922.2021.00312)**Hao Xu, Shuaicheng Liu, Guangfu Wang et al.*216 citations*
178. **[OpenGAN: Open-Set Recognition via Open Data Generation ↗](https://doi.org/10.1109/iccv48922.2021.00085)**Shu Kong, Deva Ramanan*216 citations*
179. **[Perception-Aware Multi-Sensor Fusion for 3D LiDAR Semantic Segmentation ↗](https://doi.org/10.1109/iccv48922.2021.01597)**Zhuangwei Zhuang, Rong Li, Kui Jia et al.*216 citations*
180. **[Co 2 L: Contrastive Continual Learning ↗](https://doi.org/10.1109/iccv48922.2021.00938)**Hyuntak Cha, Jaeho Lee, Jinwoo Shin*215 citations*
181. **[Cross-Modality Person Re-Identification via Modality Confusion and Center Aggregation ↗](https://doi.org/10.1109/iccv48922.2021.01609)**Xin Hao, Sanyuan Zhao, Mang Ye et al.*214 citations*
182. **[Learning to Track with Object Permanence ↗](https://doi.org/10.1109/iccv48922.2021.01068)**Pavel Tokmakov, Jie Li, Wolfram Burgard et al.*214 citations*
183. **[Anticipative Video Transformer ↗](https://doi.org/10.1109/iccv48922.2021.01325)**Rohit Girdhar, Kristen Grauman*211 citations*
184. **[VidTr: Video Transformer Without Convolutions ↗](https://doi.org/10.1109/iccv48922.2021.01332)**Yanyi Zhang, Xinyu Li, Chunhui Liu et al.*211 citations*
185. **[Transformer-Based Attention Networks for Continuous Pixel-Wise Prediction ↗](https://doi.org/10.1109/iccv48922.2021.01596)**Guanglei Yang, Hao Tang, Mingli Ding et al.*210 citations*
186. **[Visual Alignment Constraint for Continuous Sign Language Recognition ↗](https://doi.org/10.1109/iccv48922.2021.01134)**Yuecong Min, Aiming Hao, Xiujuan Chai et al.*210 citations*
187. **[ID-Reveal: Identity-aware DeepFake Video Detection ↗](https://doi.org/10.1109/iccv48922.2021.01483)**Davide Cozzolino, Andreas Rössler, Justus Thies et al.*208 citations*
188. **[Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer ↗](https://doi.org/10.1109/iccv48922.2021.00862)**Zhihe Lu, Sen He, Xiatian Zhu et al.*208 citations*
189. **[Syncretic Modality Collaborative Learning for Visible Infrared Person Re-Identification ↗](https://doi.org/10.1109/iccv48922.2021.00029)**Ziyu Wei, Xi Yang, Nannan Wang et al.*208 citations*
190. **[Learning Object-Compositional Neural Radiance Field for Editable Scene Rendering ↗](https://doi.org/10.1109/iccv48922.2021.01352)**Bangbang Yang, Yinda Zhang, Yinghao Xu et al.*207 citations*
191. **[Joint Audio-Visual Deepfake Detection ↗](https://doi.org/10.1109/iccv48922.2021.01453)**Yipin Zhou, Ser-Nam Lim*206 citations*
192. **[On the Robustness of Vision Transformers to Adversarial Examples ↗](https://doi.org/10.1109/iccv48922.2021.00774)**Kaleel Mahmood, Rigel Mahmood, Marten van Dijk*205 citations*
193. **[GRF: Learning a General Radiance Field for 3D Representation and Rendering ↗](https://doi.org/10.1109/iccv48922.2021.01490)**Alex Trevithick, Bo Yang*202 citations*
194. **[LIRA: Learnable, Imperceptible and Robust Backdoor Attacks ↗](https://doi.org/10.1109/iccv48922.2021.01175)**Khoa D. Doan, Yingjie Lao, Weijie Zhao et al.*201 citations*
195. **[PIRenderer: Controllable Portrait Image Generation via Semantic Neural Rendering ↗](https://doi.org/10.1109/iccv48922.2021.01350)**Yurui Ren, Ge Li, Yuanqi Chen et al.*201 citations*
196. **[SNARF: Differentiable Forward Skinning for Animating Non-Rigid Neural Implicit Shapes ↗](https://doi.org/10.1109/iccv48922.2021.01139)**Xu Chen, Yufeng Zheng, Michael J. Black et al.*201 citations*
197. **[Adaptive Adversarial Network for Source-free Domain Adaptation ↗](https://doi.org/10.1109/iccv48922.2021.00888)**Haifeng Xia, Handong Zhao, Zhengming Ding*200 citations*
198. **[Score-Based Point Cloud Denoising ↗](https://doi.org/10.1109/iccv48922.2021.00454)**Shitong Luo, Wei Hu*198 citations*
199. **[DeepCAD: A Deep Generative Network for Computer-Aided Design Models ↗](https://doi.org/10.1109/iccv48922.2021.00670)**Rundi Wu, Chang Xiao, Changxi Zheng*197 citations*
200. **[Pixel Contrastive-Consistent Semi-Supervised Semantic Segmentation ↗](https://doi.org/10.1109/iccv48922.2021.00718)**Yuanyi Zhong, Bodi Yuan, Hong Qi Wu et al.*196 citations*

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