Simulation

Network Dynaimcs Simulation For Python

A Final Year Project in CUHK, Autumn 2021 Files param.h edit all the variables & settings here simulate.c the main program to run the network dynaimcs How to use edit variables in param.h place param.h and simulate.c in the same folder compile simulate.c wait for results Output export up to 4 files OUT_SPIK stores all the spiking data column 1: index of nodes, starting from 1 column 2: number of spikes of the corresponding node remining columns: time-stamps of each […]

Read more
Generator

A benchmark for concept generalization

Code repository for the ImageNet-CoG Benchmark introduced in the paper “Concept Generalization in Visual Representation Learning” (ICCV 2021). It contains code for reproducing all the experiments reported in the paper, as well as instructions on how to evaluate any custom model on the ImageNet-CoG Benchmark. @InProceedings{sariyildiz2021conceptgeneralization, title={Concept Generalization in Visual Representation Learning}, author={Sariyildiz, Mert Bulent and Kalantidis, Yannis and Larlus, Diane and Alahari, Karteek}, booktitle={International Conference on Computer Vision}, year={2021} } Contents of the Readme file: Installation We developed the […]

Read more
Research

The Easy-to-use Dialogue Response Selection Toolkit for Researchers

Our released data can be found at this link. Make sure the following steps are adopted to use our codes. How to Use Init the repo Before using the repo, please run the following command to init: # create the necessay folders python init.py # prepare the environment # if some package cannot be installed, just google and install it from other ways pip install -r requirements.txt train the model

Read more
Command-line Tools

Straight-forward command line interfacing with GPT-3

Straight-forward command line interfacing with GPT-3. Finding yourself stuck at a conceptual stage? Spinning your wheels needlessly on a segment of text and staring into a cyclic void? Alter the prompt within interact.py and run the code as many times as you wish. Generate interesting permutations and harvest ideas. Get unblocked. . . . OpenAI API key required Demo Vid: GV_v.mov GitHub View Github    

Read more
Segmentation

Reducing Information Bottleneck for Weakly Supervised Semantic Segmentation

The implementation of Reducing Infromation Bottleneck for Weakly Supervised Semantic Segmentation, Jungbeom Lee, Jooyoung Choi, Jisoo Mok, and Sungroh Yoon, NeurIPS 2021. [[paper]] Abstract Weakly supervised semantic segmentation produces pixel-level localization from class labels; however, a classifier trained on such labels is likely to focus on a small discriminative region of the target object. We interpret this phenomenon using the information bottleneck principle: the final layer of a deep neural network, activated by the sigmoid or softmax activation functions, causes […]

Read more
Function

Helper functions to make expert elicitation easier

Assists with the construction of probability distributions built from expert elicited data for use in monte carlo simulations. Usage Until this is packaged for pip, copy elicit_distibutions.py in your code. Then: elicited is just a helper tool when using numpy and scipy, so you’ll need these too. import numpy as np import scipy Lognormal See Occurance and Applications for examples of lognormal distributions in nature. Expert: I have assets at risk that would generate a wide range of losses. Elicitor: […]

Read more
metrics

A fast implementation of bss_eval metrics for blind source separation

Do you have a zillion BSS audio files to process and it is taking days ?Is your simulation never ending ? Fear no more! fast_bss_eval is here to help you! fast_bss_eval is a fast implementation of the bss_eval metrics for theevaluation of blind source separation. Our implementation of the bss_evalmetrics has the following advantages compared to other existing ones. seemlessly works with both numpy arrays and pytorch tensors very fast can be even faster by using an iterative solver (add […]

Read more
1 … 513 514 515 516 517 … 1,021