Tricking AI Image Recognition

How many pixels does it take to fool RNET classifier?

Answer : Not Many!

Inspiration : YouTube Video by Computerphile

Classification Model Details

weights = ResNet50_Weights.DEFAULT
model = resnet50

Dataset

https://huggingface.co/datasets/jamescalam/unsplash-25k-photos

Image 1

Initial Prediction: monarch	pixels_modified: 687	After Modification: ringlet

Image 2

Initial Prediction: head cabbage	pixels_modified: 154	After Modification: ice cream

Image 3

Initial Prediction: pay-phone	pixels_modified: 200	After Modification: cash machine

Image 4

Initial Prediction: cliff	pixels_modified: 136	After Modification: promontory

Image 5

Initial Prediction: seashore	pixels_modified: 276	After Modification: promontory

Image 6

Initial Prediction: mountain tent	pixels_modified: 160	After Modification: yurt

Image 7

Initial Prediction: castle	pixels_modified: 673	After Modification: palace

Image 8

Initial Prediction: bubble	pixels_modified: 209	After Modification: fountain

Image 9

Initial Prediction: volcano	pixels_modified: 196	After Modification: torch

Image 10

Initial Prediction: alp	pixels_modified: 472	After Modification: mountain tent

Image 11

Initial Prediction: common iguana	pixels_modified: 595	After Modification: green lizard

Image 12

Initial Prediction: cloak	pixels_modified: 47	After Modification: abaya

Image 13

Initial Prediction: volcano	pixels_modified: 173	After Modification: alp

Image 14

Initial Prediction: torch	pixels_modified: 131	After Modification: beacon

Image 15

Initial Prediction: wool	pixels_modified: 162	After Modification: swab

Image 16

Initial Prediction: jellyfish	pixels_modified: 336	After Modification: isopod

Image 17

Initial Prediction: vase	pixels_modified: 125	After Modification: pot

Image 18

Initial Prediction: carousel	pixels_modified: 298	After Modification: water snake

Image 19

Initial Prediction: vase	pixels_modified: 557	After Modification: pot

Image 20

Initial Prediction: goose	pixels_modified: 255	After Modification: lakeside

Image 21

Initial Prediction: golden retriever	pixels_modified: 382	After Modification: tennis ball

Image 22

Initial Prediction: mountain tent	pixels_modified: 744	After Modification: valley

Image 23

Initial Prediction: seashore	pixels_modified: 185	After Modification: sandbar

Image 24

Initial Prediction: alp	pixels_modified: 486	After Modification: valley

Image 25

Initial Prediction: hamster	pixels_modified: 183	After Modification: bath towel

Image 26

Initial Prediction: alp	pixels_modified: 719	After Modification: ski

Image 27

Initial Prediction: jellyfish	pixels_modified: 254	After Modification: bubble

Image 28

Initial Prediction: gas pump	pixels_modified: 290	After Modification: traffic light

Image 29

Initial Prediction: promontory	pixels_modified: 177	After Modification: seashore

Image 30

Initial Prediction: coral reef	pixels_modified: 283	After Modification: scuba diver

Image 31

Initial Prediction: alp	pixels_modified: 536	After Modification: valley

Image 32

Initial Prediction: seashore	pixels_modified: 259	After Modification: lakeside

Image 33

Initial Prediction: Pembroke	pixels_modified: 773	After Modification: Cardigan

Image 34

Initial Prediction: Cardigan	pixels_modified: 290	After Modification: Pembroke

Image 35

Initial Prediction: alp	pixels_modified: 162	After Modification: volcano

Image 36

Initial Prediction: cocker spaniel	pixels_modified: 384	After Modification: Sussex spaniel

Image 37

Initial Prediction: sea lion	pixels_modified: 325	After Modification: otter

Image 38

Initial Prediction: pot	pixels_modified: 140	After Modification: spider web

Image 39

Initial Prediction: torch	pixels_modified: 153	After Modification: sleeping bag

Image 40

Initial Prediction: alp	pixels_modified: 279	After Modification: mountain tent

Image 41

Initial Prediction: seashore	pixels_modified: 289	After Modification: lakeside

Image 42

Initial Prediction: ox	pixels_modified: 883	After Modification: bison

Image 43

Initial Prediction: suspension bridge	pixels_modified: 166	After Modification: pier

Image 44

Initial Prediction: jellyfish	pixels_modified: 136	After Modification: sea slug

Image 45

Initial Prediction: volcano	pixels_modified: 487	After Modification: mountain tent

Image 46

Initial Prediction: goldfish	pixels_modified: 340	After Modification: anemone fish

Image 47

Initial Prediction: greenhouse	pixels_modified: 574	After Modification: folding chair

Image 48

Initial Prediction: greenhouse	pixels_modified: 340	After Modification: crutch

Image 49

Initial Prediction: valley	pixels_modified: 255	After Modification: fountain

Image 50

Initial Prediction: alp	pixels_modified: 983	After Modification: valley

Image 51

Initial Prediction: Indian elephant	pixels_modified: 644	After Modification: tusker

License

MIT