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Shaping Visual Representations with Language for Few-shot Classification

6 November 2019

Papers citing "Shaping Visual Representations with Language for Few-shot Classification"

31 / 31 papers shown

Title
Explaining Datasets in Words: Statistical Models with Natural Language Parameters Ruiqi Zhong Heng Wang Dan Klein Jacob Steinhardt 74 8 0 13 Sep 2024
Reading Is Believing: Revisiting Language Bottleneck Models for Image Classification Honori Udo Takafumi Koshinaka VLM 71 0 0 22 Jun 2024
A Textbook Remedy for Domain Shifts: Knowledge Priors for Medical Image Analysis Yue Yang Mona Gandhi Yufei Wang Yifan Wu Michael S. Yao Christopher Callison-Burch James C. Gee Mark Yatskar 129 4 0 23 May 2024
One-Stage Open-Vocabulary Temporal Action Detection Leveraging Temporal Multi-scale and Action Label Features Trung Thanh Nguyen Yasutomo Kawanishi Takahiro Komamizu Ichiro Ide VLM 72 3 0 30 Apr 2024
Predictive Chemistry Augmented with Text Retrieval Yujie Qian Zhening Li Zhengkai Tu Connor W. Coley Regina Barzilay 55 9 0 08 Dec 2023
Phenomenal Yet Puzzling: Testing Inductive Reasoning Capabilities of Language Models with Hypothesis Refinement Linlu Qiu Liwei Jiang Ximing Lu Melanie Sclar Valentina Pyatkin ... Bailin Wang Yoon Kim Yejin Choi Nouha Dziri Xiang Ren LRM ReLM 134 89 0 12 Oct 2023
Multimodality Helps Unimodality: Cross-Modal Few-Shot Learning with Multimodal Models Zhiqiu Lin Samuel Yu Zhiyi Kuang Deepak Pathak Deva Ramana VLM 152 117 0 16 Jan 2023
G^3: Geolocation via Guidebook Grounding Grace Luo Giscard Biamby Trevor Darrell Daniel Fried Anna Rohrbach 115 8 0 28 Nov 2022
Fixing Model Bugs with Natural Language Patches Shikhar Murty Christopher D. Manning Scott M. Lundberg Marco Tulio Ribeiro KELM 80 39 0 07 Nov 2022
Visual-Semantic Contrastive Alignment for Few-Shot Image Classification Mohamed Afham Ranga Rodrigo VLM 142 5 0 20 Oct 2022
Learning to Reason With Relational Abstractions A. Nam Mengye Ren Chelsea Finn James L. McClelland ReLM LRM 107 5 0 06 Oct 2022
Improving Few-Shot Image Classification Using Machine- and User-Generated Natural Language Descriptions Kosuke Nishida Kyosuke Nishida Shuichi Nishioka VLM 77 7 0 07 Jul 2022
Using Natural Language and Program Abstractions to Instill Human Inductive Biases in Machines Sreejan Kumar Carlos G. Correa Ishita Dasgupta Raja Marjieh Michael Y. Hu Robert D. Hawkins Nathaniel D. Daw Jonathan D. Cohen Karthik Narasimhan Thomas Griffiths AI4CE 77 30 0 23 May 2022
Can language models learn from explanations in context? Andrew Kyle Lampinen Ishita Dasgupta Stephanie C. Y. Chan Kory Matthewson Michael Henry Tessler Antonia Creswell James L. McClelland Jane X. Wang Felix Hill LRM ReLM 188 302 0 05 Apr 2022
SemSup: Semantic Supervision for Simple and Scalable Zero-shot Generalization Austin W. Hanjie Ameet Deshpande Karthik Narasimhan VLM 80 2 0 26 Feb 2022
On Guiding Visual Attention with Language Specification Suzanne Petryk Lisa Dunlap Keyan Nasseri Joseph E. Gonzalez Trevor Darrell Anna Rohrbach VLM 256 32 1 17 Feb 2022
Semantics-driven Attentive Few-shot Learning over Clean and Noisy Samples Orhun Bugra Baran Ramazan Gokberk Cinbics 68 4 0 09 Jan 2022
Tell me why! Explanations support learning relational and causal structure Andrew Kyle Lampinen Nicholas A. Roy Ishita Dasgupta Stephanie C. Y. Chan Allison C. Tam ... Chen Yan Adam Santoro Neil C. Rabinowitz Jane X. Wang Felix Hill 143 46 0 07 Dec 2021
VL-LTR: Learning Class-wise Visual-Linguistic Representation for Long-Tailed Visual Recognition Changyao Tian Wenhai Wang Xizhou Zhu Jifeng Dai Yu Qiao VLM 105 73 0 26 Nov 2021
Multimodality in Meta-Learning: A Comprehensive Survey Yao Ma Shilin Zhao Weixiao Wang Yaoman Li Irwin King 104 54 0 28 Sep 2021
Neural Abstructions: Abstractions that Support Construction for Grounded Language Learning Kaylee Burns Christopher D. Manning Li Fei-Fei 47 0 0 20 Jul 2021
Leveraging Language to Learn Program Abstractions and Search Heuristics Catherine Wong Kevin Ellis J. Tenenbaum Jacob Andreas 107 56 0 18 Jun 2021
TexRel: a Green Family of Datasets for Emergent Communications on Relations Hugh Perkins 44 2 0 26 May 2021
Rich Semantics Improve Few-shot Learning Mohamed Afham Salman Khan Muhammad Haris Khan Muzammal Naseer Fahad Shahbaz Khan VLM 108 24 0 26 Apr 2021
Supervising Model Attention with Human Explanations for Robust Natural Language Inference Joe Stacey Yonatan Belinkov Marek Rei 75 47 0 16 Apr 2021
Embedding Adaptation is Still Needed for Few-Shot Learning Sébastien M. R. Arnold Fei Sha VLM 95 7 0 15 Apr 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 1.1K 30,092 0 26 Feb 2021
Language-Mediated, Object-Centric Representation Learning Ruocheng Wang Jiayuan Mao S. Gershman Jiajun Wu 84 12 0 31 Dec 2020
Right for the Right Concept: Revising Neuro-Symbolic Concepts by Interacting with their Explanations Wolfgang Stammer P. Schramowski Kristian Kersting FAtt 103 112 0 25 Nov 2020
ALICE: Active Learning with Contrastive Natural Language Explanations Weixin Liang James Zou Zhou Yu VLM 110 51 0 22 Sep 2020
Transforming task representations to perform novel tasks Andrew Kyle Lampinen James L. McClelland 44 5 0 08 May 2020