Sanja Fidler

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UNIVERSITY OF TORONTO ∙ Nvidia

Assistant Professor at University of Toronto

Learning to Simulate Dynamic Environments with GameGAN

Simulation is a crucial component of any robotic system. In order to sim...
05/25/2020 ∙ by Seung Wook Kim, et al. ∙ 19 ∙ share

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Learning to Evaluate Perception Models Using Planner-Centric Metrics

Variants of accuracy and precision are the gold-standard by which the co...
04/19/2020 ∙ by Jonah Philion, et al. ∙ 2 ∙ share

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Neural Data Server: A Large-Scale Search Engine for Transfer Learning Data

Transfer learning has proven to be a successful technique to train deep ...
01/09/2020 ∙ by Xi Yan, et al. ∙ 34 ∙ share

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The Shmoop Corpus: A Dataset of Stories with Loosely Aligned Summaries

Understanding stories is a challenging reading comprehension problem for...
12/30/2019 ∙ by Atef Chaudhury, et al. ∙ 0 ∙ share

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CrevNet: Conditionally Reversible Video Prediction

Applying resolution-preserving blocks is a common practice to maximize i...
10/25/2019 ∙ by Wei Yu, et al. ∙ 0 ∙ share

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DMM-Net: Differentiable Mask-Matching Network for Video Object Segmentation

In this paper, we propose the differentiable mask-matching network (DMM-...
09/27/2019 ∙ by Xiaohui Zeng, et al. ∙ 8 ∙ share

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A Theoretical Analysis of the Number of Shots in Few-Shot Learning

Few-shot classification is the task of predicting the category of an exa...
09/25/2019 ∙ by Tianshi Cao, et al. ∙ 0 ∙ share

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Video Face Clustering with Unknown Number of Clusters

Understanding videos such as TV series and movies requires analyzing who...
08/09/2019 ∙ by Makarand Tapaswi, et al. ∙ 1 ∙ share

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Learning to Predict 3D Objects with an Interpolation-based Differentiable Renderer

Many machine learning models operate on images, but ignore the fact that...
08/03/2019 ∙ by Wenzheng Chen, et al. ∙ 14 ∙ share

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Gated-SCNN: Gated Shape CNNs for Semantic Segmentation

Current state-of-the-art methods for image segmentation form a dense ima...
07/12/2019 ∙ by Towaki Takikawa, et al. ∙ 14 ∙ share

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Neural Graph Evolution: Towards Efficient Automatic Robot Design

Despite the recent successes in robotic locomotion control, the design o...
06/12/2019 ∙ by Tingwu Wang, et al. ∙ 0 ∙ share

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EigenDamage: Structured Pruning in the Kronecker-Factored Eigenbasis

Reducing the test time resource requirements of a neural network while p...
05/15/2019 ∙ by Chaoqi Wang, et al. ∙ 10 ∙ share

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DARNet: Deep Active Ray Network for Building Segmentation

In this paper, we propose a Deep Active Ray Network (DARNet) for automat...
05/15/2019 ∙ by Dominic Cheng, et al. ∙ 0 ∙ share

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Meta-Sim: Learning to Generate Synthetic Datasets

Training models to high-end performance requires availability of large l...
04/25/2019 ∙ by Amlan Kar, et al. ∙ 12 ∙ share

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Devil is in the Edges: Learning Semantic Boundaries from Noisy Annotations

We tackle the problem of semantic boundary prediction, which aims to ide...
04/16/2019 ∙ by David Acuna, et al. ∙ 0 ∙ share

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Action Recognition from Single Timestamp Supervision in Untrimmed Videos

Recognising actions in videos relies on labelled supervision during trai...
04/09/2019 ∙ by Davide Moltisanti, et al. ∙ 0 ∙ share

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Mimicking the In-Camera Color Pipeline for Camera-Aware Object Compositing

We present a method for compositing virtual objects into a photograph su...
03/27/2019 ∙ by Jun Gao, et al. ∙ 0 ∙ share

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Fast Interactive Object Annotation with Curve-GCN

Manually labeling objects by tracing their boundaries is a laborious pro...
03/16/2019 ∙ by Huan Ling, et al. ∙ 0 ∙ share

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ACTRCE: Augmenting Experience via Teacher's Advice For Multi-Goal Reinforcement Learning

Sparse reward is one of the most challenging problems in reinforcement l...
02/12/2019 ∙ by Harris Chan, et al. ∙ 6 ∙ share

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A Face-to-Face Neural Conversation Model

Neural networks have recently become good at engaging in dialog. However...
12/04/2018 ∙ by Hang Chu, et al. ∙ 1 ∙ share

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SurfConv: Bridging 3D and 2D Convolution for RGBD Images

We tackle the problem of using 3D information in convolutional neural ne...
12/04/2018 ∙ by Hang Chu, et al. ∙ 9 ∙ share

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Lifelong Learning for Image Captioning by Asking Natural Language Questions

In order to bring artificial agents into our lives, we will need to go b...
12/01/2018 ∙ by Kevin Shen, et al. ∙ 0 ∙ share

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A Neural Compositional Paradigm for Image Captioning

Mainstream captioning models often follow a sequential structure to gene...
10/23/2018 ∙ by Bo Dai, et al. ∙ 0 ∙ share

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Pose Estimation for Objects with Rotational Symmetry

Pose estimation is a widely explored problem, enabling many robotic task...
10/13/2018 ∙ by Enric Corona, et al. ∙ 0 ∙ share

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VirtualHome: Simulating Household Activities via Programs

In this paper, we are interested in modeling complex activities that occ...
06/19/2018 ∙ by Xavier Puig, et al. ∙ 0 ∙ share

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Color Sails: Discrete-Continuous Palettes for Deep Color Exploration

We present color sails, a discrete-continuous color gamut representation...
06/07/2018 ∙ by Maria Shugrina, et al. ∙ 0 ∙ share

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Progressive Reasoning by Module Composition

Humans learn to solve tasks of increasing complexity by building on top ...
06/06/2018 ∙ by Seung Wook Kim, et al. ∙ 0 ∙ share

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Scaling Egocentric Vision: The EPIC-KITCHENS Dataset

First-person vision is gaining interest as it offers a unique viewpoint ...
04/08/2018 ∙ by Dima Damen, et al. ∙ 0 ∙ share

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Efficient Interactive Annotation of Segmentation Datasets with Polygon-RNN++

Manually labeling datasets with object masks is extremely time consuming...
03/26/2018 ∙ by David Acuna, et al. ∙ 0 ∙ share

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Learning to Act Properly: Predicting and Explaining Affordances from Images

We address the problem of affordance reasoning in diverse scenes that ap...
12/20/2017 ∙ by Ching-Yao Chuang, et al. ∙ 0 ∙ share

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MovieGraphs: Towards Understanding Human-Centric Situations from Videos

There is growing interest in artificial intelligence to build socially i...
12/19/2017 ∙ by Paul Vicol, et al. ∙ 0 ∙ share

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Be Your Own Prada: Fashion Synthesis with Structural Coherence

We present a novel and effective approach for generating new clothing on...
10/19/2017 ∙ by Shizhan Zhu, et al. ∙ 0 ∙ share

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Situation Recognition with Graph Neural Networks

We address the problem of recognizing situations in images. Given an ima...
08/14/2017 ∙ by Ruiyu Li, et al. ∙ 0 ∙ share

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VSE++: Improving Visual-Semantic Embeddings with Hard Negatives

We present a new technique for learning visual-semantic embeddings for c...
07/18/2017 ∙ by Fartash Faghri, et al. ∙ 0 ∙ share

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Teaching Machines to Describe Images via Natural Language Feedback

Robots will eventually be part of every household. It is thus critical t...
06/01/2017 ∙ by Huan Ling, et al. ∙ 0 ∙ share

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Open Vocabulary Scene Parsing

Recognizing arbitrary objects in the wild has been a challenging problem...
03/26/2017 ∙ by Hang Zhao, et al. ∙ 0 ∙ share

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Towards Diverse and Natural Image Descriptions via a Conditional GAN

Despite the substantial progress in recent years, the image captioning t...
03/17/2017 ∙ by Bo Dai, et al. ∙ 0 ∙ share

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TorontoCity: Seeing the World with a Million Eyes

In this paper we introduce the TorontoCity benchmark, which covers the f...
12/01/2016 ∙ by Shenlong Wang, et al. ∙ 0 ∙ share

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Song From PI: A Musically Plausible Network for Pop Music Generation

We present a novel framework for generating pop music. Our model is a hi...
11/10/2016 ∙ by Hang Chu, et al. ∙ 0 ∙ share

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Efficient Summarization with Read-Again and Copy Mechanism

Encoder-decoder models have been widely used to solve sequence to sequen...
11/10/2016 ∙ by Wenyuan Zeng, et al. ∙ 0 ∙ share

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3D Object Proposals using Stereo Imagery for Accurate Object Class Detection

The goal of this paper is to perform 3D object detection in the context ...
08/27/2016 ∙ by Xiaozhi Chen, et al. ∙ 0 ∙ share

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Semantic Understanding of Scenes through the ADE20K Dataset

Scene parsing, or recognizing and segmenting objects and stuff in an ima...
08/18/2016 ∙ by Bolei Zhou, et al. ∙ 0 ∙ share

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Find your Way by Observing the Sun and Other Semantic Cues

In this paper we present a robust, efficient and affordable approach to ...
06/23/2016 ∙ by Wei-Chiu Ma, et al. ∙ 0 ∙ share

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Soccer Field Localization from a Single Image

In this work, we propose a novel way of efficiently localizing a soccer ...
04/10/2016 ∙ by Namdar Homayounfar, et al. ∙ 0 ∙ share

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Instance-Level Segmentation for Autonomous Driving with Deep Densely Connected MRFs

Our aim is to provide a pixel-wise instance-level labeling of a monocula...
12/21/2015 ∙ by Ziyu Zhang, et al. ∙ 0 ∙ share

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MovieQA: Understanding Stories in Movies through Question-Answering

We introduce the MovieQA dataset which aims to evaluate automatic story ...
12/09/2015 ∙ by Makarand Tapaswi, et al. ∙ 0 ∙ share

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Order-Embeddings of Images and Language

Hypernymy, textual entailment, and image captioning can be seen as speci...
11/19/2015 ∙ by Ivan Vendrov, et al. ∙ 0 ∙ share

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Skip-Thought Vectors

We describe an approach for unsupervised learning of a generic, distribu...
06/22/2015 ∙ by Ryan Kiros, et al. ∙ 0 ∙ share

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Aligning Books and Movies: Towards Story-like Visual Explanations by Watching Movies and Reading Books

Books are a rich source of both fine-grained information, how a characte...
06/22/2015 ∙ by Yukun Zhu, et al. ∙ 0 ∙ share

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Predicting Deep Zero-Shot Convolutional Neural Networks using Textual Descriptions

One of the main challenges in Zero-Shot Learning of visual categories is...
06/01/2015 ∙ by Jimmy Ba, et al. ∙ 0 ∙ share

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Sanja Fidler

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