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  1. Home
  2. Signal Canvas
  3. EditHF-1M: A Million-Scale Rich Human Preference Feedback fo
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EditHF-1M: A Million-Scale Rich Human Preference Feedback for Image Editing

Fresh1d ago
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Viability
0.0/10

Compared to this week’s papers

Evidence Receipt

Freshness: 2026-04-02T02:30:40.136932+00:00

Claims: 0

References: 0

Proof: partial

Distribution: unknown

Source paper: EditHF-1M: A Million-Scale Rich Human Preference Feedback for Image Editing

PDF: https://arxiv.org/pdf/2603.14916v1

Repository: https://github.com/IntMeGroup/EditHF

First buyer signal: unknown

Distribution channel: unknown

Last proof check: 2026-03-18T22:54:39.41321+00:00

Starting…

Dimensions overall score 8.0

GitHub Code Pulse

Stars
14
Health
C
Last commit
3/30/2026
Forks
0
Open repository

Claim map

Claim extraction is still pending for this paper. Check back after the next analysis run.

Founder DNA

Zitong Xu
Shanghai Jiao Tong University
Papers 1
Founder signal: 18/100
Research
Huiyu Duan
Shanghai Jiao Tong University
Papers 1
Founder signal: 18/100
Research
Zhongpeng Ji
Vivo Mobile Communication Co., Ltd
Papers 1
Founder signal: 18/100
Research

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WeEdit: A Dataset, Benchmark and Glyph-Guided Framework for Text-centric Image Editing
Score 7.0down
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Trust Your Critic: Robust Reward Modeling and Reinforcement Learning for Faithful Image Editing and Generation
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GEditBench v2: A Human-Aligned Benchmark for General Image Editing
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CREval: An Automated Interpretable Evaluation for Creative Image Manipulation under Complex Instructions
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DLEBench: Evaluating Small-scale Object Editing Ability for Instruction-based Image Editing Model
Score 5.0down
Competing Approach
ImageEdit-R1: Boosting Multi-Agent Image Editing via Reinforcement Learning
Score 7.0down
Competing Approach
A$^2$-Edit: Precise Reference-Guided Image Editing of Arbitrary Objects and Ambiguous Masks
Score 7.0down
Competing Approach
InEdit-Bench: Benchmarking Intermediate Logical Pathways for Intelligent Image Editing Models
Score 5.0down

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Related Resources

  • How do vision foundation models handle out-of-domain generalization for image editing?(question)
  • What are the latest breakthroughs in generative image editing for commercial content creation?(question)
  • What are the key innovations in generative image editing that are making it more accessible to non-experts?(question)

BUILDER'S SANDBOX

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Recommended Stack

PyTorchML Framework
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Stability AIGenerative AI
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GPU Inference

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MVP Investment

$9K - $13K
6-10 weeks
Engineering
$8,000
GPU Compute
$800
SaaS Stack
$300
Domain & Legal
$100

6mo ROI

0.5-1x

3yr ROI

6-15x

GPU-heavy products have higher costs but premium pricing. Expect break-even by 12mo, then 40%+ margins at scale.

Talent Scout

Z

Zitong Xu

Shanghai Jiao Tong University

H

Huiyu Duan

Shanghai Jiao Tong University

Z

Zhongpeng Ji

Vivo Mobile Communication Co., Ltd

View Repository

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