Search Results

Segment Anything

32 code implementations ICCV 2023

We introduce the Segment Anything (SA) project: a new task, model, and dataset for image segmentation.

Event-based Object Segmentation Image Segmentation +4

Trackastra: Transformer-based cell tracking for live-cell microscopy

2 code implementations24 May 2024

Importantly, unlike existing transformer-based MOT pipelines, our learning architecture also accounts for dividing objects such as cells and allows for accurate tracking even with simple greedy linking, thus making strides towards removing the requirement for a complex linking step.

Cell Tracking Multiple Object Tracking

Multi-Robot On-site Shared Analytics Information and Computing

1 code implementation13 Dec 2021

In this paper we introduce a communication-aware, computation task scheduling problem for multi-robot systems and propose an integer linear program (ILP) that optimizes the allocation of computational tasks across a network of heterogeneous robots, accounting for the networked robots' computational capabilities and for available (and possibly time-varying) communication links.

Robotics Multiagent Systems

Graphsurge: Graph Analytics on View Collections Using Differential Computation

1 code implementation11 Apr 2020

Users program Graphsurge through a declarative graph view definition language (GVDL) to create views over input graphs and a Differential Dataflow-based programming API to write analytics computations.

Databases

Analytical computation of the epidemic threshold on temporal networks

1 code implementation13 Apr 2015

The time variation of contacts in a networked system may fundamentally alter the properties of spreading processes and affect the condition for large-scale propagation, as encoded in the epidemic threshold.

Physics and Society Populations and Evolution

PixelsDB: Serverless and NL-Aided Data Analytics with Flexible Service Levels and Prices

1 code implementation30 May 2024

The queries are then executed by a serverless query engine that offers varying prices for different performance service levels (SLAs).

Scheduling

Serverless Query Processing with Flexible Performance SLAs and Prices

1 code implementation2 Sep 2024

In this paper, we first define the problem of flexible performance SLAs and prices in serverless query processing and discuss its significance.

Databases

Learning Whole-Slide Segmentation from Inexact and Incomplete Labels using Tissue Graphs

2 code implementations4 Mar 2021

Thus, weakly-supervised semantic segmentation techniques are proposed to utilize weak supervision that is cheaper and quicker to acquire.

Node Classification Segmentation +3

Hierarchical Graph Representations in Digital Pathology

4 code implementations22 Feb 2021

We propose a novel multi-level hierarchical entity-graph representation of tissue specimens to model hierarchical compositions that encode histological entities as well as their intra- and inter-entity level interactions.

Graph Neural Network Prognosis

HistoCartography: A Toolkit for Graph Analytics in Digital Pathology

2 code implementations MICCAI Workshop COMPAY 2021

Advances in entity-graph based analysis of histopathology images have brought in a new paradigm to describe tissue composition, and learn the tissue structure-to-function relationship.

BIG-bench Machine Learning Translation