neurips-2021

There are 4 repositories under neurips-2021 topic.

STCN
hkchengrex / STCN
[NeurIPS 2021] Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation
computer-vision deep-learning neurips-2021 pytorch segmentation video-object-segmentation video-segmentation
Language:Python 553
SysCV / pcan
Prototypical Cross-Attention Networks for Multiple Object Tracking and Segmentation, NeurIPS 2021 Spotlight
computer-vision mots multi-object-tracking-segmentation neurips-2021 segmentation tracking video-instance-segmentation
Language:Python 363
EndlessSora / DeceiveD
[NeurIPS 2021] Deceive D: Adaptive Pseudo Augmentation for GAN Training with Limited Data
generative-adversarial-network gan image-generation image-synthesis limited-data few-shot stylegan2 neurips-2021 generative-model
Language:Python 233
xheon / panoptic-reconstruction
Official implementation of the NeurIPS 2021 paper "Panoptic 3D Scene Reconstruction from a Single RGB Image"
neurips-2021 computer-vision deep-learning python pytorch 3d-reconstruction reconstruction 3d-scene-reconstruction
Language:Python 207
visinf / dense-ulearn-vos
Dense Unsupervised Learning for Video Segmentation (NeurIPS*2021)
unsupervised-learning video-object-segmentation neurips-2021
Language:Python 182
ueoo / SoCo
[NeurIPS 2021 Spotlight] Aligning Pretraining for Detection via Object-Level Contrastive Learning
contrastive-learning neurips-2021 object-detection self-supervised-learning
Language:Python 176
yang-song / score_flow
Official code for "Maximum Likelihood Training of Score-Based Diffusion Models", NeurIPS 2021 (spotlight)
score-based-generative-modeling score-based-generative-models diffusion-models score-matching jax flax normalizing-flows neurips-2021 neural-odes
Language:Python 141
SunghwanHong / Cost-Aggregation-transformers
Official implementation of CATs
pytorch deep-learning neurips-2021 computer-vision neurips semantic-correspondence
Language:Python 137
hzhupku / SemiSeg-AEL
Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning, NeurIPS 2021 (Spotlight)
semi-supervised-learning semantic-segmentation neurips-2021
Language:Python 133
Lilac-Lee / Neural_Scene_Flow_Prior
Neural Scene Flow Prior (NeurIPS 2021 spotlight)
3d-vision computer-vision deep-learning implicit-representations neurips-2021 runtime-optimization scene-flow
Language:Python 128
ShapeFromBlur
rozumden / ShapeFromBlur
[NeurIPS 2021] Shape from Blur: Recovering Textured 3D Shape and Motion of Fast Moving Objects
deblurring motion-blur fast-moving-objects temporal-super-resolution optimization 3d-reconstruction mesh-generation neurips-2021 neurips2021
Language:Python 114
kamwoh / orthohash
[NeurIPS 2021] Official implementation of the paper "One Loss for All: Deep Hashing with a Single Cosine Similarity based Learning Objective"
hashing coco cosine-similarity deep-hashing deep-learning hash-codes image-retrieval imagenet neurips neurips-2021 nuswide oxford paris gldv2 instance-level-retrieval orthohash supervised-hashing roxf rpar
Language:Python 94
machinelearningnuremberg / WellTunedSimpleNets
[NeurIPS 2021] Well-tuned Simple Nets Excel on Tabular Datasets
automl deep-learning feedforward-neural-network hpo hyperparameter-optimization regularization state-of-the-art neurips-2021 tabular-data
Language:Python 87
elias-ramzi / ROADMAP
This repository contains the official implementation of the NeurIPS'21 paper, ROADMAP: Robust and Decomposable Average Precision for Image Retrieval.
image-retrieval average-precision neurips-2021 metric-learning
Language:Python 75
gcorso / NeuroSEED
Implementation of Neural Distance Embeddings for Biological Sequences (NeuroSEED) in PyTorch (NeurIPS 2021)
machine-learning bioinformatics biological-sequences pytorch hierarchical-clustering multiple-sequence-alignment neurips-2021
Language:Python 73
CISiPLab / cisip-FIRe
Fast Image Retrieval (FIRe) is an open source project to promote image retrieval research. It implements most of the major binary hashing methods to date, together with different popular backbone networks and public datasets.
deeplearning hashing imageretrieval coco cosine-similarity deep-learning image-retrieval imagenet deep-hashing neurips gldv2 hash-codes instance-level-retrieval neurips-2021 orthohash roxf rpar supervised-hashing dpn hacktoberfest
Language:Python 70
danielegrattarola / GNCA
Code for "Learning Graph Cellular Automata" (NeurIPS 2021).
machine-learning neurips-2021 tensorflow graph-neural-networks cellular-automata
Language:Python 67
subhc / unsup-parts
Unsupervised Part Discovery from Contrastive Reconstruction (NeurIPS 2021)
neurips-2021
Language:Python 66
amazon-science / progressive-coordinate-transforms
Progressive Coordinate Transforms for Monocular 3D Object Detection, NeurIPS 2021
3d-detection waymo-open-dataset kitti-dataset neurips-2021
Language:Python 65
Jiahao000 / ORL
[NeurIPS 2021] ORL: Unsupervised Object-Level Representation Learning from Scene Images
pytorch unsupervised-learning self-supervised-learning representation-learning orl neurips-2021
Language:Python 58
csdongxian / ANP_backdoor
Codes for NeurIPS 2021 paper "Adversarial Neuron Pruning Purifies Backdoored Deep Models"
neurips-2021 deep-learning pytorch backdoor-defense backdoor-attacks
Language:Python 57
vsomnath / graphretro
Learning Graph Models for Retrosynthesis Prediction (NeurIPS 2021)
retrosynthesis geometry graph-neural-network machine-learning molecules neurips-2021
Language:Python 49
vsomnath / holoprot
Multi-Scale Representation Learning on Proteins (NeurIPS 2021)
neurips-2021 machine-learning proteins geometry representation-learning
Language:Python 47
YicongHong / Entity-Graph-VLN
Code of the NeurIPS 2021 paper: Language and Visual Entity Relationship Graph for Agent Navigation
vision-and-language-navigation graph-neural-networks deep-learning neurips-2021
Language:Python 45
yuPeiyu98 / Deep-Region-Competition
[NeurIPS 2021] Unsupervised Foreground Extraction via Deep Region Competition
unsupervised-learning segmentation neurips-2021 pytorch energy-based-model
Language:Python 42
dylan-slack / Modeling-Uncertainty-Local-Explainability
Local explanations with uncertainty 💐!
deep-learning explainability explainable-ai explanation lime machine-learning neural-network neurips-2021 shap uncertainty uncertainty-quantification
Language:Python 40
jeremy313 / FL-WBC
Official implementation of "FL-WBC: Enhancing Robustness against Model Poisoning Attacks in Federated Learning from a Client Perspective".
federated-learning poisoning-attack neurips-2021
Language:Python 39
songweige / Contrastive-Learning-with-Non-Semantic-Negatives
Robust Contrastive Learning Using Negative Samples with Diminished Semantics (NeurIPS 2021)
contrastive-learning hard-negative-mining neurips-2021 deep-learning pytorch self-supervised-learning
Language:Python 38
flyingtango / DiGCL
The PyTorch implementation of Directed Graph Contrastive Learning (DiGCL), NeurIPS-2021
graph contrastive-learning graph-neural-networks neurips-2021 directed-graph
Language:Python 36
DCBO
neildhir / DCBO
Dynamic causal Bayesian optimisation
machine-learning causal-inference causal-models bayesian-optimization time-series decision-making gpy networkx neurips-2021
Language:Jupyter Notebook 35
verlab / DEAL_NeurIPS_2021
PyTorch implementation of the descriptor DEAL presented at NeurIPS 2021 "Extracting Deformation-Aware Local Features by Learning to Deform".
descriptors non-rigid-deformation deformable-object feature-extraction spatial-transformer-network thin-plate-spline deformable-registration feature-matching non-rigid-registration image-retrieval neurips-2021 neurips stn deal pytorch thin-plate-splines deformable-tracking
Language:Jupyter Notebook 31
kobybibas / pnml_ood_detection
Out-of-distribution detection using the pNML regret. NeurIPS2021
deep-learning ood-detection python pytorch pytorch-lightning ood neurips-2021
Language:Jupyter Notebook 25
JonathanCrabbe / Simplex
This repository contains the implementation of SimplEx, a method to explain the latent representations of black-box models with the help of a corpus of examples. For more details, please read our NeurIPS 2021 paper: 'Explaining Latent Representations with a Corpus of Examples'.
machine-learning artificial-intelligence explainable-ai latent-space latent-representations interpretability method example-based-explanations feature-importance neurips-2021 neurips neural-networks
Language:Python 24
MinaGhadimiAtigh / Hyperbolic-Busemann-Learning
Hyperbolic Busemann Learning with Ideal Prototypes, NeurIPS2021
machine-learning deep-learning hyperbolic-embeddings neurips-2021 hyperbolic-space poincare-embeddings prototype-learning
Language:Python 24
oveilleux / Realistic_Transductive_Few_Shot
(NeurIPS 2021) Realistic Evaluation of Transductive Few-Shot Learning
few-shot-learning few-shot transductive-learning neurips-2021 few-shot-classification dirichlet-distribution random-distributions class-imbalance alpha-divergence
Language:Python 24
liang-hou / ssgan-la
[NeurIPS 2021] Self-Supervised GANs with Label Augmentation
gan self-supervised-learning pytorch neurips-2021
Language:Python 22