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DiT

4 articles · Page 1 of 1
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Jul 13, 2026 · Artificial Intelligence

Is Video Generation the Vision Field’s Next ‘Next‑Token Prediction’? A Deep Dive into GenCeption

The article examines the ECCV 2026 paper by He Kaiming, Zisserman and others that repurposes a large text‑to‑video model (GenCeption) into a unified vision learner, detailing its single‑step DiT architecture, multi‑task performance on depth, segmentation, pose and 3D tasks, and discussing whether video generation truly serves as the vision field’s next‑token prediction.

DiTGenCeptionmulti-task vision
0 likes · 10 min read
Is Video Generation the Vision Field’s Next ‘Next‑Token Prediction’? A Deep Dive into GenCeption
Ele.me Technology
Ele.me Technology
Apr 10, 2025 · Artificial Intelligence

Ele.me Vertical Business AIGC Image Model: Architecture, Training Pipeline, and Evaluation

Ele.me created a domain-specific AIGC image model built from scratch on its own data using the DiT backbone, a three-stage training pipeline (transformer pre-training, prompt alignment, aesthetic fine-tuning), custom T5‑E‑CLIP text and visual encoders, ControlNet for layout control, and evaluated via FID, CLIP scores and a human rubric, enabling automated dish-image generation and UI asset creation for its vertical business.

AIGCControlNetDiT
0 likes · 8 min read
Ele.me Vertical Business AIGC Image Model: Architecture, Training Pipeline, and Evaluation
AIWalker
AIWalker
Apr 2, 2025 · Artificial Intelligence

EasyControl: Plug‑and‑Play DiT Control with Arbitrary Aspect Ratios and Accelerated Inference

EasyControl introduces a lightweight condition‑injection LoRA module, a position‑aware training paradigm, and causal attention with KV‑cache to enable plug‑and‑play multi‑condition control for DiT models, supporting arbitrary image resolutions while cutting inference latency by up to 30% and preserving high‑quality generation.

Conditional GenerationDiTEasyControl
0 likes · 17 min read
EasyControl: Plug‑and‑Play DiT Control with Arbitrary Aspect Ratios and Accelerated Inference