Trending Research

Generative Modeling by Estimating Gradients of the Data Distribution

12 Jul 2019ermongroup/ncsn

We introduce a new generative model where samples are produced via Langevin dynamics using gradients of the data distribution estimated with score matching.

IMAGE GENERATION IMAGE INPAINTING

74
1.13 stars / hour

Sliced Score Matching: A Scalable Approach to Density and Score Estimation

17 May 2019ermongroup/ncsn

However, it has been so far limited to simple, shallow models or low-dimensional data, due to the difficulty of computing the Hessian of log-density functions.

74
1.13 stars / hour

Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming

17 Jul 2019bethgelab/robust-detection-benchmark

The ability to detect objects regardless of image distortions or weather conditions is crucial for real-world applications of deep learning like autonomous driving.

AUTONOMOUS DRIVING DATA AUGMENTATION INSTANCE SEGMENTATION ROBUST OBJECT DETECTION

38
0.97 stars / hour

Med3D: Transfer Learning for 3D Medical Image Analysis

1 Apr 2019Tencent/MedicalNet

The performance on deep learning is significantly affected by volume of training data.

3D MEDICAL IMAGING SEGMENTATION TRANSFER LEARNING

58
0.93 stars / hour

Are We Really Making Much Progress? A Worrying Analysis of Recent Neural Recommendation Approaches

16 Jul 2019MaurizioFD/RecSys2019_DeepLearning_Evaluation

Deep learning techniques have become the method of choice for researchers working on algorithmic aspects of recommender systems.

RECOMMENDATION SYSTEMS

46
0.84 stars / hour

Realistic-Neural-Talking-Head-Models

20 May 2019vincent-thevenin/Realistic-Neural-Talking-Head-Models

My implementation of Few-Shot Adversarial Learning of Realistic Neural Talking Head Models (Egor Zakharov et al.).

META-LEARNING ONE-SHOT LEARNING TALKING HEAD GENERATION

121
0.67 stars / hour

Natural Adversarial Examples

16 Jul 2019hendrycks/natural-adv-examples

We curate 7, 500 natural adversarial examples and release them in an ImageNet classifier test set that we call ImageNet-A.

ADVERSARIAL ATTACK

47
0.67 stars / hour

On the ''steerability" of generative adversarial networks

16 Jul 2019ali-design/gan_steerability

We hypothesize that the degree of distributional shift is related to the breadth of the training data distribution, and conduct experiments that demonstrate this.

57
0.61 stars / hour

A Baseline for 3D Multi-Object Tracking

9 Jul 2019xinshuoweng/AB3DMOT

Although our baseline system is a straightforward combination of standard methods, we obtain the state-of-the-art results.

3D MULTI-OBJECT TRACKING AUTONOMOUS DRIVING

274
0.61 stars / hour