SOTAVerified

Video Reconstruction

Source: Deep-SloMo

Papers

Showing 1–50 of 145 papers

TitleStatusHype
Step-Video-T2V Technical Report: The Practice, Challenges, and Future of Video Foundation ModelCode7
Image and Video Tokenization with Binary Spherical QuantizationCode3
VideoMAE: Masked Autoencoders are Data-Efficient Learners for Self-Supervised Video Pre-TrainingCode3
Motion Representations for Articulated AnimationCode3
First Order Motion Model for Image AnimationCode3
LeanVAE: An Ultra-Efficient Reconstruction VAE for Video Diffusion ModelsCode2
Seeing World Dynamics in a NutshellCode2
LARP: Tokenizing Videos with a Learned Autoregressive Generative PriorCode2
NeuroClips: Towards High-fidelity and Smooth fMRI-to-Video ReconstructionCode2
V2V: Scaling Event-Based Vision through Efficient Video-to-Voxel SimulationCode1
Learning Adaptive and Temporally Causal Video Tokenization in a 1D Latent SpaceCode1
Neurons: Emulating the Human Visual Cortex Improves Fidelity and Interpretability in fMRI-to-Video ReconstructionCode1
Rethinking Video Tokenization: A Conditioned Diffusion-based ApproachCode1
VISION-XL: High Definition Video Inverse Problem Solver using Latent Image Diffusion ModelsCode1
bit2bit: 1-bit quanta video reconstruction via self-supervised photon predictionCode1
Cascaded Temporal Updating Network for Efficient Video Super-ResolutionCode1
Bilateral Event Mining and Complementary for Event Stream Super-ResolutionCode1
Towards Real-World HDR Video Reconstruction: A Large-Scale Benchmark Dataset and A Two-Stage Alignment NetworkCode1
Collaborative Feedback Discriminative Propagation for Video Super-ResolutionCode1
An Asynchronous Linear Filter Architecture for Hybrid Event-Frame CamerasCode1
LAN-HDR: Luminance-based Alignment Network for High Dynamic Range Video ReconstructionCode1
HyperE2VID: Improving Event-Based Video Reconstruction via HypernetworksCode1
EVREAL: Towards a Comprehensive Benchmark and Analysis Suite for Event-based Video ReconstructionCode1
HNeRV: A Hybrid Neural Representation for VideosCode1
Joint Video Multi-Frame Interpolation and Deblurring under Unknown Exposure TimeCode1
Deep Learning for Event-based Vision: A Comprehensive Survey and BenchmarksCode1
Learning Event Guided High Dynamic Range Video ReconstructionCode1
FFNeRV: Flow-Guided Frame-Wise Neural Representations for VideosCode1
Spatial-Temporal Transformer for Video Snapshot Compressive ImagingCode1
Synthesizing Light Field Video from Monocular VideoCode1
E-NeRV: Expedite Neural Video Representation with Disentangled Spatial-Temporal ContextCode1
Context-Aware Video Reconstruction for Rolling Shutter CamerasCode1
Locality-Aware Inter-and Intra-Video Reconstruction for Self-Supervised Correspondence LearningCode1
Event-based Video Reconstruction via Potential-assisted Spiking Neural NetworkCode1
NeRV: Neural Representations for VideosCode1
Layered Neural Atlases for Consistent Video EditingCode1
HDR Video Reconstruction: A Coarse-to-fine Network and A Real-world Benchmark DatasetCode1
Event-Based Video Reconstruction Using TransformerCode1
An Asynchronous Kalman Filter for Hybrid Event CamerasCode1
Reducing the Sim-to-Real Gap for Event CamerasCode1
Deep Slow Motion Video Reconstruction with Hybrid Imaging SystemCode1
GSVR: 2D Gaussian-based Video Representation for 800+ FPS with Hybrid Deformation Field—0
Quanta Diffusion—0
Voyager: Long-Range and World-Consistent Video Diffusion for Explorable 3D Scene Generation—0
Compressing Human Body Video with Interactive Semantics: A Generative Approach—0
Motion Matters: Compact Gaussian Streaming for Free-Viewpoint Video Reconstruction—0
Few-shot Semantic Encoding and Decoding for Video Surveillance—0
Event Signal Filtering via Probability Flux Estimation—0
Meta-Continual Learning of Neural Fields—0
EventMamba: Enhancing Spatio-Temporal Locality with State Space Models for Event-Based Video Reconstruction—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HiNeRVAverage PSNR (dB)38.02—Unverified
2CoordFlowAverage PSNR (dB)36.54—Unverified
3FFNeRVAverage PSNR (dB)35.63—Unverified
4HNeRVAverage PSNR (dB)35.23—Unverified
5E-NeRVAverage PSNR (dB)34.85—Unverified
6PS-NeRVAverage PSNR (dB)34.61—Unverified
7NeRVAverage PSNR (dB)34.49—Unverified
#ModelMetricClaimedVerifiedStatus
1E2VIDMean Squared Error0.18—Unverified
2E2VID+Mean Squared Error0.07—Unverified
3ET-NetMean Squared Error0.05—Unverified
4HyperE2VIDMean Squared Error0.03—Unverified
#ModelMetricClaimedVerifiedStatus
1E2VIDMean Squared Error0.23—Unverified
2E2VID+Mean Squared Error0.13—Unverified
3ET-NetMean Squared Error0.11—Unverified
4HyperE2VIDMean Squared Error0.08—Unverified
#ModelMetricClaimedVerifiedStatus
1FOMML10.02—Unverified
2Siarohin et al.L10.02—Unverified
#ModelMetricClaimedVerifiedStatus
1FOMMAED0.17—Unverified
2Siarohin et al.AED0.15—Unverified
#ModelMetricClaimedVerifiedStatus
1FOMMAED0.2—Unverified
2Siarohin et al.AED0.17—Unverified
#ModelMetricClaimedVerifiedStatus
1FOMMAED0.16—Unverified
2Siarohin et al.AED0.11—Unverified
#ModelMetricClaimedVerifiedStatus
1FOMMAED0.13—Unverified
2Siarohin et al.AED0.13—Unverified
#ModelMetricClaimedVerifiedStatus
1First Order MotionL10.06—Unverified