Timezone: »
Live Invited Talk: Alexi Efros "Imagining a Post-Dataset Era"
Alexei Efros
Large-scale datasets have been key to the progress in fields like computer vision during the 21st century. Yet, the over-reliance on datasets has brought new challenges, such as various dataset biases, fixation on a few standardized tasks, failure to generalize beyond the narrow training domain, etc. It might be time to move away from the standard training set / test set paradigm, and consider data as it presents itself to an agent in the real world -- via a continuous, non-repeating stream. In this talk, I will discuss some of the potential benefits, as well as the challenges, of learning in a post-dataset world, including some of our recent work in test-time training.
Author Information
Alexei Efros (UC Berkeley)
More from the Same Authors
-
2023 : Internet Explorer: Targeted Representation Learning on the Open Web »
Alexander Li · Ellis Brown · Alexei Efros · Deepak Pathak -
2023 Poster: Internet Explorer: Targeted Representation Learning on the Open Web »
Alexander Li · Ellis Brown · Alexei Efros · Deepak Pathak -
2022 : Panel discussion »
Steffen Schneider · Aleksander Madry · Alexei Efros · Chelsea Finn · Soheil Feizi -
2022 : Invited Talk 4: Alexei Efros »
Alexei Efros -
2020 Poster: Test-Time Training with Self-Supervision for Generalization under Distribution Shifts »
Yu Sun · Xiaolong Wang · Zhuang Liu · John Miller · Alexei Efros · Moritz Hardt -
2019 : Invited Talk by Professor Alexei Efros (UC Berkeley) »
Alexei Efros -
2018 Poster: CyCADA: Cycle-Consistent Adversarial Domain Adaptation »
Judy Hoffman · Eric Tzeng · Taesung Park · Jun-Yan Zhu · Philip Isola · Kate Saenko · Alexei Efros · Trevor Darrell -
2018 Oral: CyCADA: Cycle-Consistent Adversarial Domain Adaptation »
Judy Hoffman · Eric Tzeng · Taesung Park · Jun-Yan Zhu · Philip Isola · Kate Saenko · Alexei Efros · Trevor Darrell -
2018 Poster: Investigating Human Priors for Playing Video Games »
Rachit Dubey · Pulkit Agrawal · Deepak Pathak · Tom Griffiths · Alexei Efros -
2018 Oral: Investigating Human Priors for Playing Video Games »
Rachit Dubey · Pulkit Agrawal · Deepak Pathak · Tom Griffiths · Alexei Efros -
2017 Poster: Curiosity-driven Exploration by Self-supervised Prediction »
Deepak Pathak · Pulkit Agrawal · Alexei Efros · Trevor Darrell -
2017 Talk: Curiosity-driven Exploration by Self-supervised Prediction »
Deepak Pathak · Pulkit Agrawal · Alexei Efros · Trevor Darrell