Burst Image Super-Resolution
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Benchmarks
BurstSR
SyntheticBurst
Most implemented
Deep Burst Super-Resolution
Deep Reparametrization of Multi-Frame Super-Resolution and Denoising
EBSR: Feature Enhanced Burst Super-Resolution With Deformable Alignment
BurstM: Deep Burst Multi-scale SR using Fourier Space with Optical Flow
Towards Real-World Burst Image Super-Resolution: Benchmark and Method
Papers
Burst Image Super-Resolution via Multi-Cross Attention Encoding and Multi-Scan State-Space Decoding
Multi-image super-resolution (MISR) can achieve higher image quality than single-image super-resolution (SISR) by aggregating sub-pixel information from multiple spatially shifted frames. Among MISR tasks, burst super-re…
Burst Image Super-ResolutionImage Super-ResolutionSuper-ResolutionBurst Image Super-Resolution with Mamba
Burst image super-resolution (BISR) aims to enhance the resolution of a keyframe by leveraging information from multiple low-resolution images captured in quick succession. In the deep learning era, BISR methods have evo…
Burst Image Super-ResolutionComputational EfficiencyImage Super-ResolutionMamba+2Feature Alignment with Equivariant Convolutions for Burst Image Super-Resolution
Burst image processing (BIP), which captures and integrates multiple frames into a single high-quality image, is widely used in consumer cameras. As a typical BIP task, Burst Image Super-Resolution (BISR) has achieved no…
Burst Image Super-ResolutionImage Super-ResolutionOptical Flow EstimationSuper-ResolutionBurstM: Deep Burst Multi-scale SR using Fourier Space with Optical Flow
Multi frame super-resolution(MFSR) achieves higher performance than single image super-resolution (SISR), because MFSR leverages abundant information from multiple frames. Recent MFSR approaches adapt the deformable conv…
Burst Image Super-ResolutionImage Super-ResolutionMulti-Frame Super-ResolutionOptical Flow Estimation+1QMambaBSR: Burst Image Super-Resolution with Query State Space Model
Burst super-resolution aims to reconstruct high-resolution images with higher quality and richer details by fusing the sub-pixel information from multiple burst low-resolution frames. In BusrtSR, the key challenge lies i…
Burst Image Super-ResolutionImage Super-ResolutionMambaSuper-ResolutionBurst Image Super-Resolution with Base Frame Selection
Burst image super-resolution has been a topic of active research in recent years due to its ability to obtain a high-resolution image by using complementary information between multiple frames in the burst. In this work,…
Burst Image Super-ResolutionImage Super-ResolutionSuper-Resolution