Measuring Self-Supervised Representation Quality for Downstream
Classification using Discriminative Features

Measuring Self-Supervised Representation Quality for Downstream Classification using Discriminative Features

3 March 2022

Papers citing "Measuring Self-Supervised Representation Quality for Downstream Classification using Discriminative Features"

11 / 11 papers shown

Title
Towards Automatic Assessment of Self-Supervised Speech Models using Rank Zakaria Aldeneh Vimal Thilak Takuya Higuchi B. Theobald Tatiana Likhomanenko SSL 67 0 0 16 Sep 2024
Cluster-based pruning techniques for audio data Boris Bergsma Marta Brzezinska O. Yazyev Milos Cernak 14 2 0 21 Sep 2023
Adapting Self-Supervised Representations to Multi-Domain Setups N. Kalibhat Sam Sharpe Jeremy Goodsitt Bayan Bruss S. Feizi 21 0 0 07 Sep 2023
Identifying Interpretable Subspaces in Image Representations N. Kalibhat S. Bhardwaj Bayan Bruss Hamed Firooz Maziar Sanjabi S. Feizi FAtt 25 26 0 20 Jul 2023
RankMe: Assessing the downstream performance of pretrained self-supervised representations by their rank Q. Garrido Randall Balestriero Laurent Najman Yann LeCun SSL 46 71 0 05 Oct 2022
Understanding Collapse in Non-Contrastive Siamese Representation Learning Alexander C. Li Alexei A. Efros Deepak Pathak SSL 40 33 0 29 Sep 2022
Toy Models of Superposition Nelson Elhage Tristan Hume Catherine Olsson Nicholas Schiefer T. Henighan ... Sam McCandlish Jared Kaplan Dario Amodei Martin Wattenberg C. Olah AAML MILM 120 316 0 21 Sep 2022
Natural Language Descriptions of Deep Visual Features Evan Hernandez Sarah Schwettmann David Bau Teona Bagashvili Antonio Torralba Jacob Andreas MILM 196 116 0 26 Jan 2022
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations Debidatta Dwibedi Y. Aytar Jonathan Tompson P. Sermanet Andrew Zisserman SSL 183 450 0 29 Apr 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 295 5,761 0 29 Apr 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 238 3,359 0 09 Mar 2020