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TRENDING RESEARCH

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ZERO-SHOT TEXT-TO-IMAGE GENERATION

borisdayma/dalle-mini • • 24 Feb 2021

Text-to-image generation has traditionally focused on finding better modeling
assumptions for training on a fixed dataset.

Ranked #11 on Text-to-Image Generation on COCO (using extra training data)

Text to image generation Zero-Shot Text-to-Image Generation

3,597
5.06 stars / hour
Paper
Code



VECTORIZED AND PERFORMANCE-PORTABLE QUICKSORT

google/highway • 12 May 2022

Recent works showed that implementations of Quicksort using vector CPU
instructions can outperform the non-vectorized algorithms in widespread use.





1,547
3.62 stars / hour
Paper
Code



MASK DINO: TOWARDS A UNIFIED TRANSFORMER-BASED FRAMEWORK FOR OBJECT DETECTION
AND SEGMENTATION

IDEACVR/MaskDINO • 6 Jun 2022

In this paper we present Mask DINO, a unified object detection and segmentation
framework.

 Ranked #1 on Semantic Segmentation on ADE20K val (using extra training data)

Instance Segmentation Object Detection +1

72
2.06 stars / hour
Paper
Code



A LIGHTWEIGHT INSTRUMENT-AGNOSTIC MODEL FOR POLYPHONIC NOTE TRANSCRIPTION AND
MULTIPITCH ESTIMATION

spotify/basic-pitch • • 18 Mar 2022

Despite its simplicity, benchmark results show our system's note estimation to
be substantially better than a comparable baseline, and its frame-level accuracy
to be only marginally below those of specialized state-of-the-art AMT systems.



Music Transcription

555
1.63 stars / hour
Paper
Code



EFFICIENTFORMER: VISION TRANSFORMERS AT MOBILENET SPEED

snap-research/efficientformer • • 2 Jun 2022

Our work proves that properly designed transformers can reach extremely low
latency on mobile devices while maintaining high performance





168
1.13 stars / hour
Paper
Code



OPENCALIB: A MULTI-SENSOR CALIBRATION TOOLBOX FOR AUTONOMOUS DRIVING

pjlab-adg/sensorscalibration • 27 May 2022

To this end, we present OpenCalib, a calibration toolbox that contains a rich
set of various sensor calibration methods.



Autonomous Driving

490
0.89 stars / hour
Paper
Code



INSTANT NEURAL GRAPHICS PRIMITIVES WITH A MULTIRESOLUTION HASH ENCODING

Jittor/JNeRF • 16 Jan 2022

Neural graphics primitives, parameterized by fully connected neural networks,
can be costly to train and evaluate.



3D Reconstruction 3D Shape Reconstruction +2

230
0.79 stars / hour
Paper
Code



DOWHY: ADDRESSING CHALLENGES IN EXPRESSING AND VALIDATING CAUSAL ASSUMPTIONS

microsoft/dowhy • 27 Aug 2021

Estimation of causal effects involves crucial assumptions about the
data-generating process, such as directionality of effect, presence of
instrumental variables or mediators, and whether all relevant confounders are
observed.



Causal Discovery

4,469
0.79 stars / hour
Paper
Code



BEVFUSION: MULTI-TASK MULTI-SENSOR FUSION WITH UNIFIED BIRD'S-EYE VIEW
REPRESENTATION

mit-han-lab/bevfusion • • 26 May 2022

Multi-sensor fusion is essential for an accurate and reliable autonomous driving
system.

 Ranked #1 on 3D Object Detection on nuScenes

3D Object Detection Autonomous Driving +1

294
0.77 stars / hour
Paper
Code



PHOTOREALISTIC TEXT-TO-IMAGE DIFFUSION MODELS WITH DEEP LANGUAGE UNDERSTANDING

lucidrains/imagen-pytorch • • 23 May 2022

We present Imagen, a text-to-image diffusion model with an unprecedented degree
of photorealism and a deep level of language understanding.

 Ranked #1 on Text-to-Image Generation on COCO

Language Modelling

2,796
0.76 stars / hour
Paper
Code


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