Orals

A1. Beyond a Video Frame Interpolator: A Space Decoupled Learning Approach to Continuous Image Transition
Yang Tao, Peiran Ren, Xuansong Xie, Xian-Sheng Hua, Lei Zhang

A2. Zero-Shot Image Enhancement with Renovated Laplacian Pyramid
Shunsuke Takao

A3. C-3PO: Towards Rotation Equivariant Feature Detection and Description
Piyush Bagad, Floor Eijkelboom, Mark Fokkema, Danilo de Goede, Paul Hilders, Miltiadis Kofinas

Posters

A4. Towards Flexible Inductive Bias via Progressive Reparameterization Scheduling
Yunsung Lee, Gyuseong Lee, Kwangrok Ryoo, Hyojun Go, Jihye Park, Seungryong Kim

A5. SKDCGN: Source-free Knowledge Distillation of Counterfactual Generative Networks using cGANs
Sameer Ambekar, Ankit Ankit, Diego van der Mast, Mark Alence, Matteo Tafuro

A6. Diversified Dynamic Routing for Vision Tasks
Botos Csaba, Adel Bibi, Yanwei Li, Philip Torr, Ser-Nam Lim

External posters presented at the workshop

B1. Equivariance and Invariance Inductive Bias for Learning from Insufficient Data
Tan Wang, Qianru Sun, Sugiri Pranata, Karlekar Jayashree, Hanwang Zhang

B2. GraphVid: It Only Takes a Few Nodes to Understand a Video
Eitan Kosman, Dotan Di Castro

B3. SelectionConv: Convolutional Neural Networks for Non-rectilinear Image Data
David Hart, Michael Whitney, and Bryan Morse

B4. PolarMOT: How Far Can Geometric Relations Take Us in 3D Multi-Object Tracking?
Aleksandr Kim, Guillem Bras´o, Aljoˇsa Oˇsep, and Laura Leal-Taix´e

B5. Image Restoration by Deep Projected GSURE
Shady Abu-Hussein, Tom Tirer, Se Young Chun, Yonina C. Eldar, Raja Giryes

B6. Unsupervised Domain Generalization by Learning a Bridge Across Domains
Sivan Harary, Eli Schwartz, Assaf Arbelle, Peter Staar, Shady Abu-Hussein, Elad Amrani, Roei Herzig, Amit Alfassy, Raja Giryes, Hilde Kuehne, Dina Katabi, Kate Saenko, Rogerio Feris, Leonid Karlinsky

B7. Knowledge Transferred Fine-Tuning: Convolutional Neural Network Is Born Again With Anti-Aliasing Even in Data-Limited Situations
Satoshi Suzuki; Shoichiro Takeda; Naoki Makishima; Atsushi Ando; Ryo Masumura; Hayaru Shouno

B8. 3D Equivariant Graph Implicit Functions
Yunlu Chen, Basura Fernando, Hakan Bilen, Matthias Nießner, and Efstratios Gavves

B9. Solving Reasoning Tasks with a Slot Transformer
Ryan Faulkner, Daniel Zoran

Call for papers

We solicit submissions that in the broad sense focus on achieving data efficiency through incorporating prior knowledge of the visual domain into network design. This includes the following topics:

  • Pre-wired invariance/equivariance to symmetries, such as translation, rotation, scaling, etc.
  • Parameter sharing for data efficiency
  • (Meta-)learning symmetries from data
  • Unsupervised learning through visual priors, e.g. contrastive learning
  • Color invariants/constants in Deep Learning
  • Data augmentation
  • Human vision as an inspiration for data-efficient vision algorithms, e.g. reducing texture bias in Convolutional Neural Networks, modeling network operations after human vision, etc.
  • Alternative data-efficient operators for Deep Learning inspired by visual inductive priors, e.g. alternative compact filter bases, Capsule Networks, etc.

Please note that this list is not exhaustive! We strongly encourage novel approaches to data efficient methods using visual prior knowledge.

Submissions

Submissions are sollicited through OpenReview. Reviewing will be double-blind. We do not have a discussion/rebuttal period. The top accepted papers will be invited to orally present their work during the workshop.

Accepted papers will be published in ECCV 2022 Workshop proceedings. Submissions must follow the ECCV 2022 submission format, including the 14 page limit. Optional supplementary material can be submitted through OpenReview (single .zip file, maximum of 50MB). The deadline for supplementary material is the same as the paper submission deadline.

See accepted papers on OpenReview

Timeline

  • (ECCV paper notifications: July 3rd, 2022)
  • Submission deadline: July 15th, 2022, 23:59 GMT extended to July 18th, 2022, 23:59 GMT
  • Author notifications: August 8th, 2022
  • Camera-ready deadline: August 22nd, 2022, 23:59 GMT

Call for posters

Authors of recent and relevant works (including works accepted at the main ECCV 2022 conference paper track) are invited to present a poster of their work at our workshop. Please apply by sending an email to vipriors-ewi@tudelft.nl before September 23rd, 2022, including your published paper as an attachment. We will judge submissions as they come in, so authors can plan their attendance of the workshop early.