Video Prediction

Script for Amee Marketing & Trading Company Short Video
(Duration: 45-60 seconds)

Opening Scene (0:00-0:05):

Visual: Close-up of fresh organic grains spilling gently into a wooden bowl. Sunlight filters through lush green fields.
Text Overlay: "Nourishing Lives, Naturally."
Music: Uplifting acoustic melody with a traditional touch.

Scene 1: Organic & Natural Offerings (0:05-0:15):

Visual: Rapid montage of vibrant vegetables, ripe fruits, aromatic spices, Ayurvedic herbs, and fresh dairy products.
Voiceover: "At Amee Marketing & Trading, we bring you the purest Vedic organic foods—grains, spices, herbs, and dairy—straight from nature’s bounty."

Scene 2: Engineering & Innovation (0:15-0:25):

Visual: Split-screen transition:
- Left: Engineers working on agriculture machinery and water treatment systems.
- Right: Automation controls, aquaculture systems, and textile equipment in action.
Voiceover: "Pioneering sustainable solutions—agriculture engineering, water and wastewater treatment, automation, and industrial innovations."

Scene 3: Waste & Resource Management (0:25-0:35):

Visual: Waste management systems transforming waste into resources, followed by Roadtech equipment paving roads.
Text Overlay: "Building a greener future."
Voiceover: "From waste management to infrastructure, we engineer tomorrow’s world today."

Scene 4: Services & Global Reach (0:35-0:45):

Visual: Factory assembly line, team meeting, and global map with location pins.
Voiceover: "As manufacturers, traders, and suppliers, we bridge quality and trust worldwide."

Closing Scene (0:45-0:55):

Visual: Amee logo fades in over a backdrop of their factory. Contact details appear.
Text Overlay: "Connect with Us!"
- Phone: +91-8300874712
- Website: www.ameemarketingtredingcompany.in
- Location: Home & Factory (add brief map graphic).
Voiceover: "Your partner in purity and progress. Contact Amee today!"

End Frame (0:55-1:00):

Visual: Sunrise over fields with the tagline: "Amee Marketing & Trading – Where Tradition Meets Technology."

Production Notes:

Music: Blend traditional Indian instruments with modern beats for cross-sector appeal.
Color Palette: Earthy tones (greens, browns) for organic segments; metallic blues/greys for tech sections.
Pacing: Quick cuts for energy, but hold 2-3 seconds on contact details.

Perfect for social media ads or website headers! 🌱🚀

Gif credit: MAGVIT

Source: Photo-Realistic Video Prediction on Natural Videos of Largely Changing Frames

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 101–150 of 394 papers

Title	Date	Tasks	Status	Hype	Score
Continual Predictive Learning from Videos	Apr 12, 2022	Continual LearningPrediction	CodeCode Available	1	5
Deep learning for satellite image forecasting of vegetation greenness	Aug 17, 2022	Deep LearningEarth Observation	CodeCode Available	1	5
Self-Supervised Visual Planning with Temporal Skip Connections	Oct 15, 2017	PredictionVideo Prediction	CodeCode Available	1	5
Predicting Video with VQVAE	Mar 2, 2021	Video GenerationVideo Prediction	CodeCode Available	1	5
Implicit Stacked Autoregressive Model for Video Prediction	Mar 14, 2023	modelPrediction	CodeCode Available	1	5
3D-CSL: self-supervised 3D context similarity learning for Near-Duplicate Video Retrieval	Nov 10, 2022	RetrievalSelf-Supervised Learning	CodeCode Available	1	5
Action Conditioned Tactile Prediction: case study on slip prediction	May 19, 2022	PredictionRobotic Grasping	CodeCode Available	1	5
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning	Mar 17, 2021	Video PredictionWeather Forecasting	CodeCode Available	1	5
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting	Jun 13, 2015	BIG-bench Machine LearningVideo Prediction	CodeCode Available	1	5
Predictive Experience Replay for Continual Visual Control and Forecasting	Mar 12, 2023	Continual LearningModel-based Reinforcement Learning	CodeCode Available	1	5
Learning to forecast vegetation greenness at fine resolution over Africa with ConvLSTMs	Oct 24, 2022	HumanitarianVideo Prediction	CodeCode Available	1	5
DDLP: Unsupervised Object-Centric Video Prediction with Deep Dynamic Latent Particles	Jun 9, 2023	ObjectPosition	CodeCode Available	1	5
Convolutional Tensor-Train LSTM for Spatio-temporal Learning	Feb 21, 2020	Activity RecognitionVideo Compression	CodeCode Available	1	5
Seer: Language Instructed Video Prediction with Latent Diffusion Models	Mar 27, 2023	DenoisingGPU	CodeCode Available	1	5
Self-Attention ConvLSTM for Spatiotemporal Prediction	Apr 3, 2020	PredictionVideo Prediction	CodeCode Available	1	5
SLAMP: Stochastic Latent Appearance and Motion Prediction	Aug 5, 2021	Autonomous Drivingmotion prediction	CodeCode Available	1	5
Rethinking Urban Mobility Prediction: A Super-Multivariate Time Series Forecasting Approach	Dec 4, 2023	Multivariate Time Series ForecastingTime Series	CodeCode Available	1	5
Reinforcement Learning with Action-Free Pre-Training from Videos	Mar 25, 2022	Predictionreinforcement-learning	CodeCode Available	1	5
Stochastic Latent Residual Video Prediction	Feb 21, 2020	PredictionVideo Generation	CodeCode Available	1	5
Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning	Apr 2, 2021	Video Prediction	CodeCode Available	1	5
Advection Augmented Convolutional Neural Networks	Jun 27, 2024	PredictionVideo Prediction	CodeCode Available	1	5
Frame-wise Conditioning Adaptation for Fine-Tuning Diffusion Models in Text-to-Video Prediction	Mar 17, 2025	Video GenerationVideo Prediction	CodeCode Available	0	5
Autoregression-free video prediction using diffusion model for mitigating error propagation	May 28, 2025	motion predictionPrediction	CodeCode Available	0	5
Folded Recurrent Neural Networks for Future Video Prediction	Dec 1, 2017	DecoderPrediction	CodeCode Available	0	5
SDC-Net: Video prediction using spatially-displaced convolution	Sep 1, 2018	Optical Flow EstimationPrediction	CodeCode Available	0	5
Flow-Grounded Spatial-Temporal Video Prediction from Still Images	Jul 25, 2018	DiversityPrediction	CodeCode Available	0	5
Scalable Adaptive Computation for Iterative Generation	Dec 22, 2022	Image GenerationVideo Generation	CodeCode Available	0	5
A Temporally-Aware Interpolation Network for Video Frame Inpainting	Mar 20, 2018	DecoderPrediction	CodeCode Available	0	5
ARMA Nets: Expanding Receptive Field for Dense Prediction	Feb 15, 2020	image-classificationImage Classification	CodeCode Available	0	5
CoPhy: Counterfactual Learning of Physical Dynamics	Sep 26, 2019	counterfactualVideo Prediction	CodeCode Available	0	5
Fast Fourier Inception Networks for Occluded Video Prediction	Jun 17, 2023	PredictionVideo Prediction	CodeCode Available	0	5
Reduced-Gate Convolutional LSTM Using Predictive Coding for Spatiotemporal Prediction	Oct 16, 2018	PredictionVideo Prediction	CodeCode Available	0	5
A Dataset To Evaluate The Representations Learned By Video Prediction Models	Feb 25, 2018	Video Prediction	CodeCode Available	0	5
Programmatic Video Prediction Using Large Language Models	May 20, 2025	Autonomous DrivingPrediction	CodeCode Available	0	5
Exploring Temporal Information for Improved Video Understanding	May 25, 2019	Action RecognitionOptical Flow Estimation	CodeCode Available	0	5
Conditional COT-GAN for Video Prediction with Kernel Smoothing	Jun 10, 2021	PredictionQuantization	CodeCode Available	0	5
Expert Gate: Lifelong Learning with a Network of Experts	Nov 18, 2016	image-classificationImage Classification	CodeCode Available	0	5
Event-driven Video Frame Synthesis	Feb 26, 2019	DeblurringDenoising	CodeCode Available	0	5
Predictive Coding Based Multiscale Network with Encoder-Decoder LSTM for Video Prediction	Dec 22, 2022	DecoderVideo Prediction	CodeCode Available	0	5
Entity Abstraction in Visual Model-Based Reinforcement Learning	Oct 28, 2019	modelModel-based Reinforcement Learning	CodeCode Available	0	5
Predicting Future Instance Segmentation by Forecasting Convolutional Features	Mar 30, 2018	Instance SegmentationOptical Flow Estimation	CodeCode Available	0	5
Prediction Under Uncertainty with Error-Encoding Networks	Nov 14, 2017	PredictionVideo Prediction	CodeCode Available	0	5
PredRNN: Recurrent Neural Networks for Predictive Learning using Spatiotemporal LSTMs	Dec 1, 2017	Video Prediction	CodeCode Available	0	5
Eidetic 3D LSTM: A Model for Video Prediction and Beyond	May 1, 2019	Activity RecognitionVideo Prediction	CodeCode Available	0	5
Understanding the Perceived Quality of Video Predictions	May 1, 2020	PredictionRepresentation Learning	CodeCode Available	0	5
Adversarial Video Generation on Complex Datasets	Jul 15, 2019	3D Character Animation From A Single PhotoVideo Generation	CodeCode Available	0	5
Predcnn: Predictive learning with cascade convolutions	Jul 1, 2018	Pose PredictionVideo Prediction	CodeCode Available	0	5
Predicting Deeper into the Future of Semantic Segmentation	Mar 22, 2017	AttributeAutonomous Driving	CodeCode Available	0	5
Physics-Informed Deep Neural Networks for Transient Electromagnetic Analysis	Aug 4, 2020	DecoderPhysics-informed machine learning	CodeCode Available	0	5
Physics-as-Inverse-Graphics: Unsupervised Physical Parameter Estimation from Video	May 27, 2019	Inductive BiasModel Predictive Control	CodeCode Available	0	5

Show:10 25 50

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All datasets KTH Moving MNIST Kinetics-600 12 frames, 64x64 Human3.6M Cityscapes 128x128 SynpickVP BAIR Robot Pushing CMU Mocap-2 Cityscapes KITTI Vimeo90K CMU Mocap-1

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Struct-VRNN (from Grid-keypoints)	FVD	395	—	Unverified
2	SV2P time-invariant (from Grid-keypoints)	FVD	253.5	—	Unverified
3	SV2P time-invariant (from Grid-keypoints)	FVD	209.5	—	Unverified
4	SAVP (from Grid-keypoints)	FVD	183.7	—	Unverified
5	SVG-LP (from Grid-keypoints)	FVD	157.9	—	Unverified
6	SAVP-VAE (from Grid-keypoints)	FVD	145.7	—	Unverified
7	Grid-keypoints	FVD	144.2	—	Unverified
8	SVG-LP (from SRVP)	Cond	10	—	Unverified
9	SLAMP	Cond	10	—	Unverified
10	SAVP (from SRVP)	Cond	10	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ConvLSTM	MSE	103.3	—	Unverified
2	PredRNN	MSE	56.8	—	Unverified
3	MIM	MSE	52	—	Unverified
4	PredRNN-V2	MSE	48.4	—	Unverified
5	Causal LSTM	MSE	46.5	—	Unverified
6	MIM*	MSE	44.2	—	Unverified
7	SA-ConvLSTM	MSE	43.9	—	Unverified
8	LMC	MSE	41.5	—	Unverified
9	E3D-LSTM	MSE	41.3	—	Unverified
10	CrevNet+ConvLSTM	MSE	38.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LVT	FVD	224.73	—	Unverified
2	OmniTokenizer-AR	FVD	32.9	—	Unverified
3	RaMViD	FVD	16.46	—	Unverified
4	RIN (400 steps)	FVD	11.5	—	Unverified
5	RIN (1000 steps)	FVD	10.8	—	Unverified
6	LARP	FVD	5.1	—	Unverified
7	DVD-GAN-FP	Cond	5	—	Unverified
8	MAGVIT (-L-FP)	Cond	5	—	Unverified
9	MAGVIT (-B-FP)	Cond	5	—	Unverified
10	TriVD-GAN-FP	Cond	5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	IAM4VP	SSIM	0.94	—	Unverified
2	SwinLSTM	SSIM	0.91	—	Unverified
3	FFINet	SSIM	0.91	—	Unverified
4	SimVP	SSIM	0.9	—	Unverified
5	PhyDNet	SSIM	0.9	—	Unverified
6	E3D-LSTM	SSIM	0.87	—	Unverified
7	MIM	SSIM	0.79	—	Unverified
8	PredRNN	SSIM	0.78	—	Unverified
9	FRNN	SSIM	0.77	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SVG (from Hier-VRNN)	FVD	1,300.26	—	Unverified
2	Hier-VRNN	FVD	567.51	—	Unverified
3	SLAMP	Cond.	10	—	Unverified
4	SRVP	Cond.	10	—	Unverified
5	GHVAEs	Cond.	2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SVG-Det	LPIPS	0.07	—	Unverified
2	SVG-LP	LPIPS	0.07	—	Unverified
3	PhyDNet	LPIPS	0.05	—	Unverified
4	PredRNN++	LPIPS	0.05	—	Unverified
5	MSPred	LPIPS	0.03	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DVG	FVD	120.03	—	Unverified
2	DVD-GAN-FP	FVD	109.8	—	Unverified
3	Phenaki	FVD	97	—	Unverified
4	MMVG	FVD	85.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ODE2VAE	Test Error	10.06	—	Unverified
2	ODE2VAE-KL	Test Error	8.09	—	Unverified
3	Latent ODE	Test Error	5.98	—	Unverified
4	Latent SDE	Test Error	4.03	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DVF	LPIPS	0.17	—	Unverified
2	FVS	LPIPS	0.09	—	Unverified
3	DMVFN	LPIPS	0.06	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DVF	LPIPS	0.32	—	Unverified
2	FVS	LPIPS	0.18	—	Unverified
3	DMVFN	LPIPS	0.11	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DVF	LPIPS	0.08	—	Unverified
2	DMVFN	LPIPS	0.04	—	Unverified
3	OPT	LPIPS	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ODE2VAE	Test Error	93.07	—	Unverified
2	ODE2VAE-KL	Test Error	15.99	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DVF	LPIPS	0.23	—	Unverified
2	DMVFN	LPIPS	0.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MGP-VAE (with geodesic loss)	MSE	4.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SRVP	FVD	222	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MCnet [villegas2017mcnet]	LPIPS	0.22	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MGP-VAE (with geodesic loss)	MSE	61.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SDCNet	Average PSNR	37.15	—	Unverified