Search Results for author:
Found 8 papers, 6 papers with code
The Ring of Algebraic Functions on Persistence Bar Codes
We study the ring of algebraic functions on the space of persistence barcodes, with applications to pattern recognition.
Rings and Algebras 13Pxx, 68T10
Forward Prediction for Physical Reasoning
Physical reasoning requires forward prediction: the ability to forecast what will happen next given some initial world state.
Ranked #2 on
Visual Reasoning
on PHYRE-1B-Within
PyTorchVideo: A Deep Learning Library for Video Understanding
We introduce PyTorchVideo, an open-source deep-learning library that provides a rich set of modular, efficient, and reproducible components for a variety of video understanding tasks, including classification, detection, self-supervised learning, and low-level processing.
Revisiting Weakly Supervised Pre-Training of Visual Perception Models
Model pre-training is a cornerstone of modern visual recognition systems.
Ranked #1 on
Out-of-Distribution Generalization
on ImageNet-W
(using extra training data)
Fine-Grained Image Classification
Out-of-Distribution Generalization
+3
A Systematic Study of Bias Amplification
To enable this study, we design a simple image-classification problem in which we can tightly control (synthetic) biases.
Vision-Language Models Performing Zero-Shot Tasks Exhibit Gender-based Disparities
With these capabilities in mind, we ask: Do vision-language models exhibit gender bias when performing zero-shot image classification, object detection and semantic segmentation?
The effectiveness of MAE pre-pretraining for billion-scale pretraining
While MAE has only been shown to scale with the size of models, we find that it scales with the size of the training dataset as well.
Ranked #1 on
Few-Shot Image Classification
on ImageNet - 10-shot
(using extra training data)
FACET: Fairness in Computer Vision Evaluation Benchmark
We present a new benchmark named FACET (FAirness in Computer Vision EvaluaTion), a large, publicly available evaluation set of 32k images for some of the most common vision tasks - image classification, object detection and segmentation.
