Open unizard opened 6 years ago
Joelle Pineau, Montreal (Visiting Researcher), ML
Mike Rabbat, Montreal, ML
Pascal Vincent, Montreal
Camille Couprie (LImited Anotated Data), France (Ph.D 11) (FB 15)
Armand Joulin, France (Ph.D 12) (FB14)
Natalia Neverova, France (Ph.D 16) (FB 16)
Holger Schwenk, France (FB 15)
Iasonas Kokkinos, France (Ph.D 06) (FB Dec. 16)
Nocolas Usunier
David Lopez-Paz (ML: Causal Inference), (Ph.D 16), Paris
Marc’Aurelio Ranzato (FB13)
Yann LeCun, Director, NYU Professor, Menlo Park, NY, Paris (Ph.D 87) (FB13)
Jason Weston, NYU Professor, NY (Ph.D 00)
Laurens van der Maaten, DUT Professor, NY (Ph.D 09) (FB15)
Benjamin Graham, NY (FB 16)
Douwe Kiela, NY (Ph.D 16) (FB16)
Y-Lan Boureau, NY (Ph.D 15) (FB 15)
Piotr Dollar, Research Manager, San Jose (PhD 07), (FB 14)
Kaiming He, Menlo Park (PhD 11) (FB16)
Rob Fergus, Professor
Du Tran, (Ph.D 16)
Guan Pang (CV: 3D computer vision and object detection), (Ph.D 16)
Peizhao Zhang, (CV+Mobile Vision Team), (Ph.D 16)
I. Zeki Yalniz, (Ph.D 13) (FB 17)
Zhicheng Yan (CV: Image & Video Understanding Platform), San Jose, (Ph.D 16)
Yan Zhu, (CV), (Ph.D 17)
Towards AI agents that can see, talk, and act!
Dhruv Batra (Visual Dialog), Professor ** (Ph.D 10)
Devi Parikh (Visual Dialog), Professor ** (Ph.D 09)
Marcus Rohrbach, (Visual Dialog), (Ph.D 14) ==> 이분이 FB 정규직원으로 쭉! 이끌로 가시려나?
Mohamed Elhoseiny (Ph.D 17)
Fei Yang, Tech Leader (Ph.D 10) (FB 13)
Albert Gordo, (Ph.D 12)
Yannis Kalantidis (Visual Genome) (Ph.D 14)
Yixuan Li (Ph.D 17) (FB17)
Matt Uyttendaele, (MS 89)
Johannes Kopf, (Ph.D 08)
Ira Kemelmacher Shlizerman, (Ph.D 09)
Kevin Matzen, (Ph.D 15)
Yaniv Taigman, FB 12
Lior Wolf, XProfessor *
https://github.com/facebookresearch/House3D https://arxiv.org/abs/1801.02209 http://yuandong-tian.com/flair2017.pdf
[CVPR2018] Memory Aware Synapses: Learning what (not) to forget, FB 쪽으로 넘어오고 시작한 첫 연구임. 자리 잘 잡으시길;;
[ICCV2017] Learning to Reason: End-to-End Module Networks for Visual Question Answering, Berkeley (포닥하면서 쓴 연구), 3rd
[ICCV2017] Speaking the Same Language: Matching Machine to Human Captions by Adversarial Training, Berkeley (포닥하면서 쓴 연구), 2nd
[CVPR2017] Generating Descriptions with Grounded and Co-Referenced People, 2nd
[CVPR2017] Modeling Relationships in Referential Expressions with Compositional Modular Networks, 2nd
[CVPR2017] Captioning Images with Diverse Objects, 3rd
[IJCV2017] [Captioning Images with Diverse Objects]()
[IJCV2017] [Movie Description]()
Recent Works
애쓰고 있네;;; 인턴을 대리고 했는지는 저자를 좀 더 분석 해봐야겠지만;;;;;
(1) Towards AI agents that can see, talk, and act! (Talk!!) ==> "NAVER 지식인" (only based on fact without subjective information such as recommendation)
Towards Human Level Vision (Best of Best..See) ==> Core tech of (1)
Towards Human Level Language (Best of Best... Talk) ==> Core tech of (1)
They do not consider simple Game Agent. We can start to understand the real world with interaction. Namely, this is the abstract of the real world.
Towards AI agents that can see and act! Towards Human Level Act (See는 깔고 가는 듯) (Abstract game to real-world)
Towards Human Level Learning (Continual Learning) ==> "The Ultimate Jarvis"
아니면, web scale data를 핸들링하기에 쉽지 안아 포기 한건가?
StarSpace: Embed All The Things! AAAI18
Efficient Large-Scale Multi-Modal Classification, AAAI18
One-Sided Unsupervised Domain Mapping, NIPS17
ELF: An Extensive, Lightweight and Flexible Research Platform for Real-time Strategy Games, NIPS2017
Unbounded Cache Model for Online Language Modeling with Open Vocabulary, NIPS2017
VAIN: Attentional Multi-agent Predictive Modeling, NIPS2017
Gradient Episodic Memory for Continual Learning, NIPS2017
Poincaré Embeddings for Learning Hierarchical Representations, NIPS2017
Attentive Explanations: Justifying Decisions and Pointing to the Evidence, NIPS2017
On the Optimization Landscape of Tensor Decompositions, NIPS2017
Best of Both Worlds: Transferring Knowledge from Discriminative Learning to a Generative Visual Dialog Model, NIPS2017
Fader Networks: Manipulating Images by Sliding Attributes, NIPS2017 (!!)
Casual 3D Photography, SIG Asia 2017 (!!) Oculus 에서 쓰려고 만들었나? 핸드폰으로 스몰모션으로 촬영하고 나서, 이를 나중에 집에서 3D로 보고 싶은 연구임;;;
Bringing Portraits to Life, Sig Asia 2017
I wonder which topic is studied on Facebook. Let's Go.
https://research.fb.com/ https://github.com/facebookresearch
Research Area + Leader
FAIR
Compuver VIsion
Applied Machine Learning (AML)
VR
FAIR-FB Director & Leader
Yann LeCun, Director, NYU Professor, Menlo Park, NY, Paris
Joaquin Qunonero Candela, Director, Menlo Park (Ph.D 04)
Larry Zitnick, Lead, UW Professor, Menlo Park
Antoine Bordes, Lead, NY
Holger Schwenk, Lead, Paris
Richard Szeliski, Director, WA Professor, Menlo Park
Michael Cohen, Lead, (FB 15)
Manohar Paluri, Lead, Menlo Park